{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding model_path to namespace\n",
      "Adding data_path to namespace\n",
      "Adding ADNI_DIR to namespace\n",
      "Adding 1.5T_table to namespace\n",
      "Adding 1.5T_image_dir to namespace\n",
      "Adding 3T_table to namespace\n",
      "Adding 3T_image_dir to namespace\n",
      "Adding binary_brain_mask to namespace\n",
      "Adding nmm_mask_path to namespace\n"
     ]
    }
   ],
   "source": [
    "from jrieke import interpretation\n",
    "from jrieke.utils import load_nifti\n",
    "\n",
    "import pickle\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "%matplotlib inline\n",
    "\n",
    "from settings import settings\n",
    "from nmm_mask_areas import short_name_map\n",
    "for k in settings.keys():\n",
    "    print(\"Adding \" + k + \" to namespace\")\n",
    "    globals()[k] = settings[k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = \"/analysis/ritter/projects/Methods/LRP/data/rieke-copy1/2Node_trial0/beta0/\"\n",
    "mask_path = \"/analysis/ritter/projects/Methods/LRP/data/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load results from evaluation notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = [\"AD\", \"HC\", \"TP\", \"TN\", \"FP\", \"FN\"]\n",
    "\n",
    "mean_maps_LRP = dict()\n",
    "mean_maps_GB = dict()\n",
    "rs_per_area_LRP = dict()\n",
    "rs_per_area_GB = dict()\n",
    "for case in cases:\n",
    "    mean_maps_LRP[case] = load_nifti(os.path.join(data_path, \"LRP_{case}.nii\".format(case=case)))\n",
    "    mean_maps_GB[case] = load_nifti(os.path.join(data_path, \"GB_{case}.nii\".format(case=case)))\n",
    "    with open(os.path.join(data_path, \"LRP_area_evdcs_{case}.pkl\".format(case=case)), 'rb') as file:\n",
    "        rs_per_area_LRP[case] = pickle.load(file)\n",
    "    with open(os.path.join(data_path, \"GB_area_evdcs_{case}.pkl\".format(case=case)), 'rb') as file:\n",
    "        rs_per_area_GB[case] = pickle.load(file)\n",
    "    \n",
    "with open(os.path.join(data_path, 'area_sizes.pkl'), 'rb') as file:\n",
    "    area_sizes = pickle.load(file)\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Helper funtion to compute mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def comp_mean(rs_per_area, case, area_norm=False):\n",
    "    \n",
    "    mean = dict()\n",
    "    for area, result_list in rs_per_area[case].items():\n",
    "        mean[area] = np.mean([area_sum for pat_idx, area_sum in result_list])\n",
    "        if area_norm:\n",
    "            mean[area] /= area_sizes[area]\n",
    "    \n",
    "    return mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Compute mean scores per area  and sort labels according to importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mean for AD and HC in LRP case\n",
    "mean_ad_LRP = comp_mean(rs_per_area=rs_per_area_LRP, case=\"AD\")\n",
    "mean_hc_LRP = comp_mean(rs_per_area=rs_per_area_LRP, case=\"HC\")\n",
    "# Mean for AD and HC in GB case\n",
    "mean_ad_GB = comp_mean(rs_per_area=rs_per_area_GB, case=\"AD\")\n",
    "mean_hc_GB = comp_mean(rs_per_area=rs_per_area_GB, case=\"HC\")\n",
    "# Mean for TP -- LRP case\n",
    "mean_tp_LRP = comp_mean(rs_per_area=rs_per_area_LRP, case=\"TP\")\n",
    "# Mean for TP -- GB case\n",
    "mean_tp_GB = comp_mean(rs_per_area=rs_per_area_GB, case=\"TP\")\n",
    "\n",
    "\n",
    "sorted_lbls_LRP = {\n",
    "    \n",
    "    \"absolute\": np.array(sorted(\n",
    "        [(k, v) for k, v in mean_ad_LRP.items()], key=lambda x: float(x[1])))[:, 0],\n",
    "    \n",
    "    \n",
    "    \"area_norm\": np.array(sorted(\n",
    "        [(k, v/area_sizes[k]) for k, v in mean_ad_LRP.items()], key=lambda x: float(x[1])))[:, 0],\n",
    "    \n",
    "    \n",
    "    \"gain_ad\": np.array(sorted(\n",
    "        [(k, v/mean_hc_LRP[k]) for k, v in mean_ad_LRP.items()], key=lambda x: float(x[1])))[:, 0],\n",
    "    \n",
    "    \n",
    "    \"gain_tp\": np.array(sorted(\n",
    "       [(k, v/mean_hc_LRP[k]) for k, v in mean_tp_LRP.items()], key=lambda x: float(x[1])))[:, 0]\n",
    "}\n",
    "\n",
    "sorted_lbls_GB = {\n",
    "    \n",
    "    \"absolute\": np.array(sorted(\n",
    "        [(k, v) for k, v in mean_ad_GB.items()], key=lambda x: float(x[1])))[:, 0],\n",
    "    \n",
    "    \n",
    "    \"area_norm\": np.array(sorted(\n",
    "        [(k, v/area_sizes[k]) for k, v in mean_ad_GB.items()], key=lambda x: float(x[1])))[:, 0],\n",
    "    \n",
    "    \n",
    "    \"gain_ad\": np.array(sorted(\n",
    "        [(k, v/mean_hc_GB[k]) for k, v in mean_ad_GB.items()], key=lambda x: float(x[1])))[:, 0],\n",
    "    \n",
    "    \n",
    "    \"gain_tp\": np.array(sorted(\n",
    "       [(k, v/mean_hc_GB[k]) for k, v in mean_tp_GB.items()], key=lambda x: float(x[1])))[:, 0]\n",
    "}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save sortings for comparison\n",
    "np.save(os.path.join(data_path, \"sorted_lbls_LRP_gain_tp.npy\"), sorted_lbls_LRP[\"gain_tp\"])\n",
    "np.save(os.path.join(data_path, \"sorted_lbls_area_norm.npy\"), sorted_lbls_LRP[\"area_norm\"])\n",
    "np.save(os.path.join(data_path, \"sorted_lbls_absolute.npy\"), sorted_lbls_LRP[\"absolute\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_ad_hc(mean_ad, mean_hc, plt_opts, sorting=\"absolute\", fig=None, ax=None,\n",
    "              idv_plots=None, plot_idvs=False, sort_dict=None,\n",
    "              rs_per_a=None, patA=23, patB=64, the_labels=None, shift=False):\n",
    "    \n",
    "    if fig is None or ax is None:\n",
    "        fig, ax = plt.subplots(figsize=(12,6))\n",
    "\n",
    "    if the_labels is None:\n",
    "        the_labels = np.array(sort_dict[sorting], dtype=str)\n",
    "    ad_vals = np.array([mean_ad[l] for l in the_labels], dtype=float)\n",
    "    \n",
    "    if mean_hc is not None:\n",
    "        hc_vals = np.array([mean_hc[l] for l in the_labels], dtype=float)\n",
    "    \n",
    "    \n",
    "    x_vals = np.arange(len(the_labels))\n",
    "    if shift:\n",
    "        # Necessary for violin plots\n",
    "        x_vals = x_vals+1\n",
    "    \n",
    "    if mean_hc is not None:\n",
    "        \n",
    "        ax.scatter(np.array(x_vals), hc_vals, color=plt_opts[\"color_hc\"],\n",
    "                   label=plt_opts[\"hc_label\"], **plt_opts[\"scatter_style\"],\n",
    "                   zorder=20)\n",
    "    \n",
    "    ax.scatter(np.array(x_vals), ad_vals, color=plt_opts[\"color_ad\"], \n",
    "               label=plt_opts[\"ad_label\"], **plt_opts[\"scatter_style\"],\n",
    "              zorder=20)\n",
    "    \n",
    "    \n",
    "    if plot_idvs:\n",
    "        pat_A_idx = np.where(np.array(rs_per_area_LRP[\"TP\"][\"CSF\"])[:, 0] == patA)[0][0]\n",
    "        pat_B_idx = np.where(np.array(rs_per_area_LRP[\"TP\"][\"CSF\"])[:, 0] == patB)[0][0]\n",
    "        ax.plot(x_vals, np.array([np.array(rs_per_a[\"TP\"][l])[pat_A_idx, 1]/(area_sizes[l]) for l in the_labels], dtype=float), \n",
    "                **plt_opts[\"idvs_style\"], linestyle='dotted', label=\"Patient A\")\n",
    "        ax.plot(x_vals, np.array([np.array(rs_per_a[\"TP\"][l])[pat_B_idx, 1]/(area_sizes[l]) for l in the_labels], dtype=float), \n",
    "                **plt_opts[\"idvs_style\"], linestyle='dashed', label=\"Patient B\")\n",
    "    \n",
    "    \n",
    "    ###################\n",
    "    ##################\n",
    "    # Formatting\n",
    "    ax.set_xticks(x_vals)\n",
    "    ax.tick_params(axis='x', which='major', pad=10, length=5)\n",
    "\n",
    "    ax.set_xticklabels([\"{0:>25s}\".format(short_name_map[e]) for e in the_labels], rotation=\"vertical\",\n",
    "                      fontsize=12)\n",
    "    \n",
    "    if \"title\" in plt_opts:\n",
    "        ax.set_title(plt_opts[\"title\"], fontsize=16)\n",
    "    \n",
    "    ax.set_ylabel(plt_opts[\"y_label\"], fontsize=16)\n",
    "    \n",
    "    if \"ylim\" in plt_opts:\n",
    "        ax.set_ylim(plt_opts[\"ylim\"])\n",
    "\n",
    "    ax.ticklabel_format(style='sci',scilimits=(-3,3),axis='y')\n",
    "\n",
    "    return fig, ax \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Absolute scores "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LRP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_n = 25\n",
    "the_labels = sorted_lbls_LRP[\"absolute\"][-first_n:]\n",
    "sizes = np.array([area_sizes[k] for k in the_labels])\n",
    "sizes /= np.max(sizes)\n",
    "\n",
    "plt_opts = {\n",
    "    \"scatter_style\": {\n",
    "        \"edgecolors\":'grey', \n",
    "        \"lw\":1.5, \n",
    "        \"s\": sizes*1000,\n",
    "        \"alpha\": .7\n",
    "    },\n",
    "    \"color_ad\": \"darkorange\",\n",
    "    \"color_hc\": \"forestgreen\",\n",
    "    \"y_label\": \"Total sum of relevance\",\n",
    "    \"ad_label\": \"AD\",\n",
    "    \"hc_label\": \"HC\",\n",
    "    }\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "fig, ax = plot_ad_hc(mean_ad_LRP, mean_hc_LRP, plt_opts, sorting=\"absolute\",\n",
    "          the_labels=the_labels, fig=fig, ax=ax)\n",
    "\n",
    "ax.set_xlim(-0.5, len(the_labels))\n",
    "ax.set_ylim(0, 1.1 * np.max(mean_ad_LRP[the_labels[-1]]))\n",
    "leg = fig.legend(bbox_to_anchor=[.2, .85])\n",
    "for lh in leg.legendHandles: \n",
    "    lh._sizes= [60]\n",
    "    \n",
    "fig.suptitle(\"Relevance sum – LRP\", y=1.017, fontweight=\"bold\", fontsize=18)\n",
    "\n",
    "fig.tight_layout()\n",
    "# fig.savefig(os.path.join(data_path, \"absolute_LRP.pdf\"), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_n = 25\n",
    "the_labels = sorted_lbls_GB[\"absolute\"][-first_n:]\n",
    "sizes = np.array([area_sizes[k] for k in the_labels])\n",
    "sizes /= np.max(sizes)\n",
    "\n",
    "plt_opts = {\n",
    "    \"scatter_style\": {\n",
    "        \"edgecolors\":'grey', \n",
    "        \"lw\":1.5, \n",
    "        \"s\": sizes*1000,\n",
    "        \"alpha\": .7\n",
    "    },\n",
    "    \"color_ad\": \"darkorange\",\n",
    "    \"color_hc\": \"forestgreen\",\n",
    "    \"y_label\": \"Susceptibility\",\n",
    "    \"ad_label\": \"AD\",\n",
    "    \"hc_label\": \"HC\",\n",
    "    }\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "fig, ax = plot_ad_hc(mean_ad_GB, mean_hc_GB, plt_opts, sorting=\"absolute\",\n",
    "          the_labels=the_labels, fig=fig, ax=ax)\n",
    "\n",
    "ax.set_xlim(-0.5, len(the_labels))\n",
    "ax.set_ylim(0, 1.5 * np.max(mean_ad_GB[the_labels[-1]]))\n",
    "leg = fig.legend(bbox_to_anchor=[.2, .85])\n",
    "for lh in leg.legendHandles: \n",
    "    lh._sizes= [60]\n",
    "    \n",
    "fig.suptitle(\"Susceptibility sum – GB\", y=1.017, fontweight=\"bold\", fontsize=18)\n",
    "\n",
    "fig.tight_layout()\n",
    "# fig.savefig(os.path.join(data_path, \"absolute_GB.pdf\"), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Area normalized scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Compute corresponding means\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# How many patients per group – used for loop in cell below\n",
    "num_ADs, num_HCs = len(rs_per_area_LRP[\"AD\"][\"CSF\"]), len(rs_per_area_LRP[\"HC\"][\"CSF\"])\n",
    "\n",
    "# Means for ADs\n",
    "mean_ad_LRP_norm = comp_mean(rs_per_area_LRP, \"AD\", area_norm=True)\n",
    "mean_ad_GB_norm = comp_mean(rs_per_area_GB, \"AD\", area_norm=True)\n",
    "\n",
    "# Means for HCs\n",
    "mean_hc_LRP_norm = comp_mean(rs_per_area_LRP, \"HC\", area_norm=True)\n",
    "mean_hc_GB_norm = comp_mean(rs_per_area_GB, \"HC\", area_norm=True)\n",
    "\n",
    "# First 25 most important labels under this metric\n",
    "labels_norm_LRP = np.array(sorted_lbls_LRP[\"area_norm\"], dtype=str)[-first_n:]\n",
    "labels_norm_GB = np.array(sorted_lbls_GB[\"area_norm\"], dtype=str)[-first_n:]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Get individual patients' scores for violin plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Alzheimer's disease patients\n",
    "evdc_vals_ad_LRP = np.array([[rs_per_area_LRP[\"AD\"][l][patient][1]/(area_sizes[l]) \n",
    "                         for l in labels_norm_LRP] for patient in range(num_ADs)], dtype=float)\n",
    "evdc_vals_ad_GB = np.array([[rs_per_area_GB[\"AD\"][l][patient][1]/(area_sizes[l]) \n",
    "                         for l in labels_norm_GB] for patient in range(num_ADs)], dtype=float)\n",
    "\n",
    "# Healthy controls\n",
    "evdc_vals_hc_LRP = np.array([[rs_per_area_LRP[\"HC\"][l][patient][1]/(area_sizes[l]) \n",
    "                         for l in labels_norm_LRP] for patient in range(num_HCs)], dtype=float)\n",
    "evdc_vals_hc_GB = np.array([[rs_per_area_GB[\"HC\"][l][patient][1]/(area_sizes[l]) \n",
    "                         for l in labels_norm_GB] for patient in range(num_HCs)], dtype=float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ezW8P1v9k2n4WeBNIFCwiERERERGRPspvgjUFuFSl2EVERERERNoW8NluG6BFdkVERERERNrhN8H6CfBVMwsWMhgREREREZG+zO8QwSHAWOAtM1sE7Gix3znnbsprZCIiIiIiIn2M3wTru1n3D86x3wFKsEREREREZK/mK8FyzvkdSigiIiIiIrLX6tbEycyKzOwVM3vdzFaa2c052kTN7A9mts7M/mFmI7szRhERERERka7q7p6pBHCyc24iMAmYYWbHtGhzGbDTOTcGr7jGf3VzjCIiIiIiIl3iO8Eys9lm9pqZ1ZpZQ8ubn2M4T3XmYThzcy2anQfcn7n/IHCKmZnfOEVERERERHqKrwTLzL4I/Bz4J1AE/BZ4AKgE3gG+7/eEZhY0s+XAFmCRc+4fLZrsD2wEcM6lgApgkN/ji4iIiIiI9BS/PVhfA24D/i3z+H+cc18CRgNxYLvfEzrnGpxzk4DhwFFmdlgn4m2S6VFbamZLt27d2pVDiIiIiIiI5JXfBOtg4AUgnblFAJxzO4FbgH/v7Imdc+XAc8CMFrs+AA4AMLMQ0I8cCZxz7l7n3DTn3LQhQ4Z09vQiIiIiIiJ55zfBigMB55wDPsLruWpUDezn5yBmNsTM+mfux4DTgNUtmj0GfClzfybwbOa8IiIiIiIivZrfhYbfBMYAzwAvAv9hZu8CKeB7tE6S2jIMuN/MgnjJ3f855/5sZt8HljrnHgPuA35nZuuAHcDn/L4YERERERGRnuQ3wbqXXb1WN+AlWoszj6uA8/0cxDn3BjA5x/Ybs+7XARf5jEtERERERKTX8JVgOef+kHV/nZlNAI4FioGXnHPbChSfiIiIiIhIn+ErwTKzoHOuaa0r51wNXi+WiIiIiIiIZPgtcrHZzH5qZlMLGo2IiIiIiEgf5jfBegi4GHjFzN4ys+vM7IACxiUiIiIiItLn+EqwnHNX4VUAvBBYBdwEvGtmz5nZpWZWVsAYRURERERE+gS/PVg455LOuUeccxcCQ4GrgCDwG+DDAsUnIiIiIiLSZ/gt096Mc67CzJ4CBuGVbx+W16hERERERET6oE4lWJmhgBcBlwAnAAngMeB3+Q9NRERERESkb/Fbpv1svCIX5wBFwAvAbOCPzrmqwoUnIiIiIiLSd/jtwXoMWAPcAjzgnHu/cCGJiIiIiIj0TX4TrKOcc0sLGomIiIiIiEgf57dM+1IAMwuY2WFmdqKZlRQ2NBERERERkb7Fd5l2M/sq8BHwOvAsMDaz/REzu7Yw4YmIiIiIiPQdvhIsM7sc+BnwCPAvgGXtfhFvAWIREREREZG9mt8erG8A/+2cmw083GLfajK9WSIiIiIiInszvwnWKODpNvbVAP3zE46IiIiIiEjf5TfB2gaMbGPfWOCDvEQjIiIiIiLSh/lNsP4M3Ghmo7O2OTMbDHwdb26WiIiIiIjIXs1vgvVdIAGsAJ4BHHAXsApoAL5fkOhERERERET6EL/rYG0DpgG3AWHgHbxFiu8GjnXOVRQsQhERERERkT4i5Lehc64K+EHmJiIiIiIiIi34XmhYRERERERE2tdmD5aZPduJ4zjn3Cl5iEdERERERKTPam+IYACvmIUflodYRERERERE+rQ2Eyzn3PRujENERERERKTP813kQjovmUyyadMm6urqejqUPqmoqIjhw4cTDod7OhQREREREV98J1hmtj/wTeBTwCDgHOfcCjP7GrDEOfcPH8c4AJgHfAJv+OG9zrmftWgzHXgUeDez6U/OuT65ztamTZsoKytj5MiRmGkUZWc459i+fTubNm1i1KhRPR2OiIiIiIgvvhIsM5sAvIi3qPASYDIQyew+EDgK+IKPQ6WAbzrnXjWzMmCZmS1yzr3Vot2Lzrmz/cTWm9XV1Sm56iIzY9CgQWzdurWnQxERERER8c1vmfb/BlYBo4ALaF7U4iXgGD8Hcc596Jx7NXO/KnPM/X1H2wcpueo6vXciIiIi0tf4TbA+CdzunKumdWXBj4GhnT2xmY3E6wnLNbTwWDN73cyeyvSeSRcFg0EmTZrEYYcdxkUXXURtbW277W+99dZmj4877rgun3vu3Lls3ry5zf2pVIohQ4Zw3XXXdfkcIiIiIiK9id8EK93OvsFAvDMnNbNS4CHga865yha7XwUOdM5NBH4OPNLGMWab2VIzW6phZG2LxWIsX76cFStWEIlEuOeee9pt3zLBeumll7p87o4SrEWLFnHIIYfwxz/+Eef8rgggIiIiItJ7+U2wXgG+3Ma+zwJ/93tCMwvjJVfznXN/arnfOVeZ6SnDOfckEDazwTna3eucm+acmzZkyBC/p9+rnXDCCaxbtw6A888/n6lTpzJhwgTuvfdeAK677jri8TiTJk1i1qxZAJSWljY9/4477uDII4/kiCOO4KabbgJgw4YNjB8/nssvv5wJEyZw+umnE4/HefDBB1m6dCmzZs1i0qRJxOOtc/AFCxbw7//+74wYMYIlS5YU+uWLiIiIiBSc3wTrB8A5ZrYQuARvmOCpZnY/8BngFj8HMW9SzX3AKufcnW20GZpph5kdlYlxu884ezWzmzG7udm2c85ZgNnNPP74mqZt9967DLObmT378aZtmzdXYXYz++333106dyqV4qmnnuLwww8HYM6cOSxbtoylS5dy1113sX37dm6//famHq/58+c3e/7ChQtZu3Ytr7zyCsuXL2fZsmW88MILAKxdu5avfvWrrFy5kv79+/PQQw8xc+ZMpk2bxvz581m+fDmxWKzZ8erq6njmmWc455xz+PznP8+CBQu69LpERERERHoTXwmWc+5vwPl4RS7m4BW5uB04ATjfT4n2jOPxErSTzWx55nammV1pZldm2swEVpjZ68BdwOecxo91WWOP1LRp0xgxYgSXXXYZAHfddRcTJ07kmGOOYePGjaxdu7bd4yxcuJCFCxcyefJkpkyZwurVq5ueM2rUKCZNmgTA1KlT2bBhQ4dx/fnPf+akk04iFotx4YUX8sgjj9DQ0LB7L1ZEREREpIf5XgfLOfcE8ISZjQH2BbY759Z08LSWx1hM8wqEudrcDdzdmeP2Fc7d1Grb449/vtW22bOnMnv21Gbb9tuvLOfzO9LYI5Xt+eef55lnnmHJkiUUFxczffr0DhdDds5x/fXXc8UVVzTbvmHDBqLRaNPjYDCYczhgSwsWLGDx4sWMHDkSgO3bt/Pss89y2mmn+XxlIiIiIiK9T4c9WGYWMbNXzex0AOfcOufcS51NrqT3qKioYMCAARQXF7N69Wpefvnlpn3hcJhkMtnqOWeccQZz5syhuroagA8++IAtW7a0e56ysjKqqqpaba+srOTFF1/k/fffZ8OGDWzYsIFf/OIXGiYoIiIiIn1ehwmWc64eb2hgqvDhSHeYMWMGqVSK8ePHc91113HMMbuWMZs9ezZHHHFEU5GLRqeffjpf+MIXOPbYYzn88MOZOXNmzuQp26WXXsqVV17ZqsjFww8/zMknn9ys5+u8887j8ccfJ5FI5OlVioiIiIh0P/MzvcnM/g9Y75zrlQsWTZs2zS1durSnw2hl1apVjB8/vqfD6NP0HoqIiIhITzOzZc65aX7a+p2D9XPgATML4a1L9SEtFhx2zq3vVJQiIiIiIiJ7GL8J1t8y/34D+HobbYK7H46IiIiIiEjf5TfBamuRYREREREREcnwlWA55+4vdCAiIiIiIiJ9na+FhkVERERERKRjSrBERERERETyRAnWHi4YDDJp0iQOO+wwLrroImpra9ttf+uttzZ7fNxxx3X53HPnzmXz5s0591166aWMGjWKSZMmMW7cOG6++eYun0dEREREpLdQgrWHi8ViLF++nBUrVhCJRLjnnnvabd8ywXrppZe6fO72EiyAO+64g+XLl7N8+XLuv/9+3n333S6fS0RERESkN2gzwTKzc82sX3cGI4V1wgknsG7dOgDOP/98pk6dyoQJE7j33nsBuO6664jH40yaNIlZs2YBUFpa2vT8O+64gyOPPJIjjjiCm266CYANGzYwfvx4Lr/8ciZMmMDpp59OPB7nwQcfZOnSpcyaNYtJkyYRj8fbjKuurg6AkpKSgrxuEREREZHu0l4VwYeBY4FXzKwBONY590r3hLVnMmt7GNyvfnU2s2dPBeDee5dxxRV/brOtczd1+typVIqnnnqKGTNmADBnzhwGDhxIPB7nyCOP5MILL+T222/n7rvvZvny5a2ev3DhQtauXcsrr7yCc45zzz2XF154gREjRrB27VoWLFjAr3/9az772c/y0EMPcfHFF3P33Xfz4x//mGnTci96/e1vf5sf/vCHrFu3jmuvvZZ99923069LRERERKQ3aW+IYDXQ2INl3RCLFEBjj9S0adMYMWIEl112GQB33XUXEydO5JhjjmHjxo2sXbu23eMsXLiQhQsXMnnyZKZMmcLq1aubntM4lwpg6tSpbNiwwVdsjUMEP/roI/7617/u1nBEEREREZHeoL0erGXAr8zshczjG8xsaxttnXPusvyGtufx2/M0e/bUpt6s3dU4Byvb888/zzPPPMOSJUsoLi5m+vTpTcP02uKc4/rrr+eKK65otn3Dhg1Eo9Gmx8FgsN3hgLmUlpYyffp0Fi9evFtFNUREREREelp7PVj/BqwGPgU44CjgtHZu0kdUVFQwYMAAiouLWb16NS+//HLTvnA4TDKZbPWcM844gzlz5lBdXQ3ABx98wJYtW9o9T1lZGVVVVR3Gk0ql+Mc//sFBBx3UyVciIiIiItK7tNmD5ZxbA5wJYGZp4BzNwdozzJgxg3vuuYfx48czduxYjjnmmKZ9s2fP5ogjjmDKlCnMnz+/afvpp5/OqlWrOPbYYwGv1+mBBx4gGAy2eZ5LL72UK6+8klgsxpIlS4jFYs32N87Bqq+v55RTTuGCCy7I8ysVEREREele5pzruJHZicAy51x14UPqvGnTprmlS5f2dBitrFq1ivHjx/d0GH2a3kMRERER6Wlmtsw5l7tyWwvtzcFq4pz7W+bAhwEnAgOBHcDzzrmVXQ1URERERERkT+IrwTKzEDAX+DzNKwo6M/tf4FLnXEP+wxMREREREek72ityke0m4LPAjcAoIJb590bgXzL/ioiIiIiI7NV89WABFwM/dM7dkrXtPeAWMwsCX8ZLwkRERERERPZafnuw9gPaWgX2pcx+ERERERGRvZrfBGszcHwb+47L7BcREREREdmr+U2w5gP/aWY3mNloM4uZ2Sgzux74T+B3hQtx7+KcI51O46d8vh+lpaXNHs+dO5err7666fG8efM47LDDOPzww5k8eTI//vGP83JeEREREZG9kd85WN8DRgM3Z+43MmAB8P28RrUXSqfTJBIJ6pP1BCxA2qWJhCNEo1ECAb95cOc89dRT/PSnP2XhwoXst99+JBIJ5s2bV5BziYiIiIjsDfyug5UCvmBmtwCfYtc6WC9oHazdl06nqaqpIplK8uiaR1m9bTXjBo/jvLHnUZ+qp6ykrCBJ1m233caPf/xj9tvPm0IXjUa5/PLL834eEREREZG9hd8eLAAyyVSXEyozOwCYB3wCcMC9zrmftWhjwM+AM4FavDW2Xu3qOfuCRCJBMpXkkocv4e0dbzdtf2jVQ8w7fx6JRIJYLNalY8fjcSZNmtT0eMeOHZx77rkArFixgqlTp+5e8CIiIiIi0qRTCVYepIBvOudeNbMyYJmZLXLOvZXV5tPAwZnb0cAvM//ukZxz1CfreXTNo82SK4A129fw6JpHmXnoTIqKivByz86JxWIsX7686fHcuXNZunTpbsctIiIiIiKtFWZyTxuccx829kY556qAVcD+LZqdB8xznpeB/mY2rDvj7E7OOQIWYPW21Tn3r9m+hoAF8lb0ItuECRNYtmxZ3o8rIiIiIrK36tYEK5uZjQQmA/9osWt/YGPW4020TsIws9lmttTMlm7durVQYRacmZF2acYNHpdz/9hBY0m7dJd6rzpy/fXX8+1vf5uPPvoIgPr6en7zm9/k/TwiIiIiInuLHkmwzKwUeAj4mnOusivHcM7d65yb5pybNmTIkPwG2I3MjEg4wnljz2PsoLHN9o0dNJbzxp5HJBwpSIJ15pnaPL0kAAAgAElEQVRncvXVV3PqqacyYcIEpkyZQmVllz4OEREREREBrBBDz9o9oVkY+DPwtHPuzhz7fwU875xbkHm8BpjunPuwrWNOmzbN9cZ5RatWrWL8+PEdtmtZRXDN9jVNyVU4FC5YFcG+wO97KCIiIiJSKGa2zDk3zU/bThW5yFT4GwYUtdznnFvv8/n3AatyJVcZjwFXm9nv8YpbVLSXXO0JAoEAZSVlJBIJZh46s9vWwRIRERERkfzylWCZ2SDgF8Bn2nlO0MehjgcuAd40s8bSdv8BjABwzt0DPIlXon0dXpn2L/uJsa8LBALEYjGKiopwzmFmBRkWKCIiIiIiheO3B+s+4CTgbmA1UN+VkznnFgPtZg3OG7P41a4cf0+gxEpERERExJ/a2lpqa2ubHgcCAQYOHNiDEflPsE4C/t05N7eAsYiIiIiIiPi2+b31uMoNRMJhAHbUOkqPOplIJNJjMflNsHYAHxcyEBERERER2bvV1zdQVZWgsjJBVVU9lZUJSksjTJo0FIDy8jp+9rOXm/Zvem8z6fok9/xoIiNHFBPfsJX6+vo+kWD9HLjSzP7iurvsoIiIiIiI9GoNDQ1NdQSCQa80Q11dig8+qGyWLGUnT1dcMZWysigAt9++mOef30Ai0dDq2EceuV9TghUIGM8//17TvurKOCXRIJXVKQAiQW9t157kK8Fyzt1pZvsBb5nZM8DO1k3cTXmPbi/knMt7kYtHHnmEz3zmM6xatYpx48axYcMGxo8fz7hx46irq6OsrIyrrrqKSy+9NC/nExEREZG9y43/+UfefGM7Rx41hBu+91kAVq3ayje+sbDN51x00aFNCZZzjkSigVAoQFlZhH32ibLPPlHKyiKMHTu46TmlpRFuvPFTlJVFKSkJsWnNyxx3xCcoLvaSuj6TYJnZmXiFJ6LA2BxNHKAEazek02kSiQSpZD1YAFyaUJ7KtC9YsIBPfvKTLFiwgJtvvhmAgw46iNdeew2A9evXc8EFF+Cc48tf3iuKNoqIiIhInqxfv5OnF35IWSzEti3VTZ0FAwfGGD26P2Vlu5Il71/vcf/+u1Z+uuaao/na146hqCjUbidDIGCcdNIowCtw4SoilJTsSmmikRC1tdWFe7E++B0ieCfwT7wka7VzLlm4kPY+6XSa2poqXCpB+O35BLa9TnrwRJKHzKIhVU/xbiw0XF1dzeLFi3nuuec455xzmhKsbKNHj+bOO+/km9/8phIsEREREemUJ554G3DMOGlfjjm+pGn7gQf25777zvN1jNLSzs+ZSiQSRFtkM9FomJ21VZ0+Vj75TbBGANc6594sZDB7q0QigUslKH7kFII7VjRtD6/6LbXnPUMiESEWi3Xp2I8++igzZszgkEMOYdCgQSxbtoxBgwa1ajdlyhRWr17d5dcgIiIiInuf+voGFi1aD8AFZw2lKhXvtnMnEgmiLVbijUYiJHb2bA+W326R14D9ChnI3so5RypZT/jt+c2SK4Dg9jcJvz2fVLKertYWWbBgAZ/73OcA+NznPseCBQvajENEREREpDMWL36fqqp6Rgwv4uDRpd167rqaSoqi4WbbIpEwyboa0ul0t8aSzW8P1rXA/Wa21jn390IGtLdxzoEFCGx7Pef+wLY3wAJNY1k7Y8eOHTz77LO8+eabmBkNDQ2YGV/9aut1nF977TXGjx/fpdcgIiIiInunJ59cC8DxxwzwirV147nraioZ3GJooZkRDTkSiUSXR4DtLr8J1iPAPsALZlYDlLfY75xzB+Y1sr2EmYFLkx48Mef+9OAjwKW7VFHwwQcf5JJLLuFXv/pV07YTTzyRjRs3Nmu3YcMGvvWtb3HNNdd0+hwiIiIisndyzjFp0lC2bavl6COjTdvzVQm7I3U1lRQNKmm1vSgE8Xi81ydYf4VuTUj3GmZGKBwhecgswqt+S3D7rmluDYMOJ3nILELhSJd+UBcsWMB3vvOdZtsuvPBCbrvtNt555x0mT57cVKb92muvVZl2EREREfHNzLj44iOYNetwli95hnS6a50CXZFMJrF0glCoX6t9sUiAunj3zQVrye86WJcWOI69WjQapSFVT+15z2SqCL5BevARJA+ZhYWiRKPRjg+Sw3PPPddq27XXXsu11167uyGLiIiIiABk1m8NkE476KYEKx6PE2sjk4kVRdhRVQ7s3y2xtOS3B0sKKBAIUFxSRiIRITn+K3lfB0tEREREJJ/eeONj3nzzY2bMGMOgQcWZBCtNIBDs+Ml5UFtbS3EkdzJXHCti08c7uiWOXPwuNPzFjto45+btfjh7r0AgQCwWwxUVNRW06K4uVhERERGRznjwwbd48cX3AZg164imBMusezoGait30q8onHNfNBqhIVFBKpUiFOr+/iS/Z5zbxvbseVlKsPJAiZWIiIiI9Gbl5XW89NJGAgFjxowxAFggQEO3Jlg72G9I20UsYmFHbW0t++yzT7fEk81vgjUqx7ZBwNnAF4CL8xbRHqYr5dXFo7W5RERERHqfp59eR0OD47jjhjNoUDFApgcrhXXD1JaGhgZSiWqi0UFttimJGLU1Nb03wXLOvZdj83vAq+ZlD9/AS7QkS1FREdu3b2fQoEFKsjrJOcf27dspKirq6VBEREREJMM5x5NPrgPgrLMOadpuAcO57inRXlNTQ3G4/U6M4liEnRU7YNiwgsfTUj4GJb6Il2BJC8OHD2fTpk1s3bq1p0Ppk4qKihg+fHhPhyEiIiKdVFWV4L33KpgwYYi+ZN7DrFy5lfffr2DgwBhHH72rSp+ZkU6n6Y4aejXV1ZS0UeCiUWlJMZs2byt4LLnk4x04BqjOw3H2OOFwmFGjco2uFBEREdkzOef42tee4u23tzFu3CC+/vXjOfTQfXs6LMmTJ59cC8CMGQcRDGYPB/QSnu5IqKvLtzGkuP1ljCKRMDSUU19fTyQSKXhM2fxWEbwxx+YIcBhwFnB3PoMSERERkb5pyZJNvPnGRgLpJMuXVXLFFTs466yxXH75lKb5OtJ3TZ8+koqKOj796YNb7PHmznfHHPqaim2MPKCkw3YlYUd1dTUDBw4seEzZ/PZgfS/HtgTePKxbgNvyFZCIiIiI9F3HHjucK758AEP7hXj9rR0s/HuSp59+hxdeeI+bbjqRo4/W8P++7Kij9ueoo1ov4Oucy6zdWtgEKx6PE3IJwuF+HbYtjQWprizvnQmWc04r3YqIiIhIh8yMyROLmTR6ABMPDfHpmQfz0EPv8dprH3HIIW1XfZO+zaXTBAJGuqGhoOeprq6mNOpvGGJpcTHby7cCowsaU0tKnERERERkt1VVJdi8uYqGhgbMpQkEAoRCxpDBYX74w5OZO/c8Bgzw1i1KpdLcccffWb9+Zw9HLX69++5Ovv/9v/H66x/l3J9uSBEKBkmnC5tg1VTupDSWe4HhloqLi0hUl9NQ4KSvJV8JlpkdZ2ZnZz0eZGYLzOxNM/uxmQULF6KIiIiI9Hbz57/JF7/4MI88sopQ5gozFAyRqq8DYMiQXXNmnnjibZ58ch3/+q+P8ZOfLKG8vK4nQpZOeOKJtTz33Aaee25Dzv0NDSnC4RDphmRB46jeuZXSkrYXGM5mZhSH09TU1BQ0ppb89mDdDkzNenwHcCbwNvBvwH/kOS4RERER6SM++qiahx5aRUOD46CD+hHOfPUeDodIJuKt2p988iguuGAcZsZjj73NxRf/iQcffItUKt3Nke85ampq2L59e9MtlUrl7djJZAMLF74DwFlntSxu4c2/cg0pQqEQhsuUa8+/ZDJJQ6KKoqL2KwhmK40a1VVVBYmnLX4TrPHAUgAzCwMzga875y4E/hMtMiwiIiKy15oz5zVSqTSnnDKKAw8s3ZVghXInWGVlUa655mjmzDmXadOGUVOT5Be/+Cdf+cqjLFu2uZuj3zNsWr+GnetepmrDP/lo9d/ZuTN/wy8XL36fqqp6xowZwMEHt55Hl0qlCGU+81DAS4QKobq6mpJI54polJbEqC7v3jVp/SZYpUBl5v5RQAnw58zjV4ERfg5iZnPMbIuZrWhj/3QzqzCz5ZlbrvLwIiIiItJLrF27nWeeWU8oFOCyyyaTTCYJZ64w2+rBanTggf350Y9O49ZbT2b48H3YuLGSjz/u3uFce4pkIs7woQMYOXwIA0qjee3BeuIJb+2rs846JPe5sz/zYOESrJqqSkqLOldCoqS4iNrK7d1SPr6R3zLtHwATgReBTwMrnHNbMvsGALU+jzMXb82see20edE5d3Y7+0VERESkl7j33mU4B5/5zDiGDStj08adRMJelbdwOERDMkE6nc6U8G7NzDj22AM48sj9WbToHc44Y0zTvn/+8wPGjx9CaWn3LhTbFyXr44TD+wAQDgWJt5PYdsaHH1axbNmHhMMBTjllVM429fX1hINeAhMJeo8Lobp8G/v7nH/VKBQKESZJXV0dsVjnnttVflPABcCtZvYg8A3ggax9U4C1fg7inHsB2NGpCEVERESkV1q6dDNLl35IaWmESy45AoD6eA2R8K4qb5GQvwvuUCjApz99MIGAl5xt2VLDDTc8x8UX/4nHH19DOt19PRB9TTqdhnSKYNAbpxcKBUnW5SfB+stf1gFw4okHUlaWe+5TIpEgGvI+t0IlWM454lXbKSnufJJUEvGGF3aXziw0XAccg1fw4s6sfROBP+YxpmPN7HVgM/At59zKXI3MbDYwG2DECF8jFEVEREQkj4YOLeWEE0Zw6KFDmi6+E/EqomW7epyimQvuoqKiTh27vr6BsWMH8cYbW7jzzpd55JHVXH31UUyePCyvr2FPkEwmmyo3QmZoZnV+EqxPf9orapFrceFGdTVVFEe8tKIoGqa6phIYmpfzN4rH40SDbfeEtqekKERtVQUMGZLXmNrid6HhBuCWNvadn8d4XgUOdM5Vm9mZwCNA61Il3nnvBe4FmDZtmr7SEBERkV4nlUqRTqcJhUJdujDs7YYP34fvf/+kZvNbErXVRAfvKskeCToSiUSXjv3Tn87gb397j1/+cinr15fzjW8s5IQTRvBv/zaNYcPK8vIa9gTJZLKpsAi0XVykK4YOLeXLX57cbpu6mkoGFntJdVFRhK1V5Xk5d7aamhpKujhStDhWxNaKbcCYDtvmQ6/6TXfOVTrnqjP3nwTCZja4h8MSERER6TTnHK8ueZGVLy9i/durejqcvGpoSDdLqsy84WGpVAoa6gmFdn2HXxQNUlfbtcIVZsb06SOZN+98vvKVSUSjQV588X1+9rN/7N4L2MO0SrDCIZL1+Umw/IhX7ySWKZ0eK4pSV1OR96IStVUVFEf9Dr5rrri4iERtZcHKx7fUqxIsMxtqmd9QMzsKL77tPRuViIiISOfV1aX47k0ruHfOR9TnaT5Mb/HHP77FNdc8xdtvN79Mq6uroyjcvG1R1Lvg3h3RaIhLLpnIAw9cwOmnj2b27F3Ls1ZVJbq1QlxvlF3FDyAQCBBwaRoaGrp8zPLyOi677FEeeuitdtslEgmCbldSHQwGCZOiri6/i0fXVu2gONa5YaaNzIxooIF4vHt+D7s1wTKzBcASYKyZbTKzy8zsSjO7MtNkJrAiMwfrLuBzbm//jREREZE+KRoNMm3KPqxcXc2DD2/s6XDyprIywQMPvMHKlVupqGh+EV1XV0dRi06GomiEuppK8mHw4GKuv/4ERo8eAHi9hN///t+46qoneOut7l3rqDdJ1tcTzhSZaLS75dIXLnyH9evLWbbsw3bbeUP3mp+7JOJtzxfnHHU1FcRi/hcYbqk4YntmguWc+7xzbphzLuycG+6cu885d49z7p7M/rudcxOccxOdc8c4517qzvhERERE8sXMmHR4GWbwxFMfsHTpnrGA7gMPvEFNTZKpU4cxbdp+zfbFa6qJRZtfXkajEVKJmt3qTWnLjh1x3n23nNWrt/PVrz7Jrbe+yLZtflcP2nMkE7WEQ80z291JsJxzWWtf5SyH0KS6spySFmtTlRSFqKnM3zysRCJBmNRuzWOMRQPEa7qnkmCvGiIoIiIisid45x1vVZqDRhfzhQuGYhi33voi5eX5HTbV3T78sIqHH14NwBVXTG2ae9UoXrVrLk62WJiC9B4MGlTM7373GWbNOpxwOMCiReu5+OI/MW/e62zcuHvDEvuSZCJOJNI6wepqufS33trK++9XMHBgjKOPHt5u2+qdWygtLm62rbSkmOryLW08o/Pi8TixFr1knRUrihKv2pmniNqnBEtEREQkj3bsiHPVVU9y2WWPUV/vmHn2EMaN68fOnXXcdtuLfXq+0H33vUYqlea000Zz8MGDWu2PV5cTy1GOPRZyBRueFYuF+dd/ncL995/Ppz41gkQixa9//U++/vUnm7VbuXIL8XjXh8z1Zjl7sAJd78Fq7L0644yDCIXaThcaGhpI1JRTXNz8M4/FoiRrK72iJ3kQr60lFt69BKsoGiVenf/qhrm0WYrDzJ7txHGcc+6UPMQjIiIi0qf9/vcrqK9vYPjwfYgVp0mn03z1qgn84NbVvPLKZh588C0uumhCT4fZaW+/vZ2//vVdQqEAl13Wumx3fX09lk4QDu/Tal9xUbjg6xANG1bGzTefxJIl7zL33mfo37+eVCpFKBSivLyOq69+CjMYM2YgEyYMYcKEfZkwYQhDh5a26onra+rr4oTDJc22RcJB6uo6P1yytjbJs8++C8CZZ7Y/PLCqqorSCK3ePzOjNOqoqqpiwIABnY6hpbqaSvpHwx03bEckEsalypt+JgqpvaMHgOyvWMbirRi2AfgY+AQwEvgQWFOY8ERERET6jh074jz6qHdZ9MUvTqR2+5ukGurYd99SvvOd47nzzpcZNWr3Lzh7wqZNlRQXhzn77IP5xCdKW+2vra2luI1r4OJYEduqdhQ4Qs9hhw3mG1ceQH0DTWW5d+6Mc8ghA1m3bidr1+5g7dodPPKI9zkNGFDEf/3XqU09cs65PpVwpdNpXEM9oVC/ZtvD4RBVXahe+fzzG0gkGpg48RMMH946Wc5WVVFOWSz3e1UWC1JVsTMvCVaitpKifl0vcNEoGvLmc/VYguWcm95438zOB34GHOuc+0fW9qOBP2T2iYiIiOzVGnuvPvnJAxgzZiArK8LU11cRCIY5/vgRTJkyjFhs976J7yknnzyKKVOGtTlkrLamhuI25snEYlHqPirvluQlnU4TMAjYrgRr1KgB/OpX51BXl2LNmm2sWLGFt97ayooVW9m5s46hQ3cljLfdtphNmyo57LB9OfTQIRx22L4MHlzc1ul6XH19fbM1sBpFwmHqqzpfye/00w+ipCRMWVnHCU3Vzo85cJ+SnPvKSkrYtuMjGDm60zG0VFdbRXTf9pM9P4rCXqXLkpLcMeeL3/TtB8AN2ckVgHPuH2b2PeCHwKN5jk1ERESkz9ixI85jj+3qvQIIhEIk4ymKQ15SlZ1cvf9+BSNG9Gt9oF6sf/+21yGqrdzBoKJIzn2BQICINVBXV0csFitUeEAmwQpAIE2rhWWLikJMnDiUiROHAl5v1ccf1zRLJl5//WO2bKlh1aptTdv23beECROGcOqpoznuuAMKGn9n1dfXE8mVYEXC1Mc7n2CFQgFOPHFkh+1SqRT11TspHjo45/7i4iJSm7d6a3SFu/6lQjKZJOBSBIM5XmQnRUNGIs/rc+XiN8E6GGhrcYEtwJj8hCMiIiLSN/3+9ytIJLzeq8bhZsFgmGSygUCLi8P589/gvvte4z/+4wROPXX3v+EvpOef38DOnXHOOWdsuwUP4tXlFH+i7QSsOOINIyx0guWcI2Bg1jrBasnMmvVeAcyZcy6rVm1j5cotmZ6ubWzZUsOWLTUcdNCApgRr7drtPPfcBiZMGMKYMf2ItTFULhgMFrTHpK0EKxwO0ZBMZBJOf3XtGhrSBIP+2lZVVVEabb9HsjTizcMaOHCgr2PmkkgkiOZpRF80EqKytio/B2uH33DfBa4Ansqx7wq8eVkiIiIie6399y9j4MBYU+8VQDAUpi6VbvXte79+RTgHP/nJyxx66BD226+su8P1JZFI8T//80+2bq1lwIAY06ePzNkulUrRkKghGm27iEVxNEBtdRWDBrWuPphP6XQawxsi2JWKjSUlEaZN269pjS/nHBs2lLNy5VYOP3zfpnavvPIBCxasABzVVRUMHRTkkINiHHJQMccf1Y9oZj2wmmSAsVNOKFhiWZ9IEGnjij4S8nqAotGOh/slkw3MmvUnJk8eyje+cSzRDrKaqoqdlMXa71Uqi4WoKt/RexKsaIREdeHXwvIb7s3AfDNbATzIriIXM4FxwKzChCciIiLSN5x33jjOOuuQZr08gWCIZI4ehLPOOphlyzbz/PPv8YMf/I2f//zMdnuHesqf/rSKrVtrGTNmACeeeGCb7eLxOB1NLYsVRamo2olXI61wGnuwAj56sPwwM0aNGtCqOMnUqftRV5fitdc2s3xpOdXV8OrrcV59Pc7KVfXcefOhhEIBNm7eSvnOnYVLsOpqKG1jCF4kmElQfCRYixe/z9attaxfv5NIri6xFqp2fMzgAe33zJWVFrNl+8fszmC3+kSCaCg/8/Yi4a4Nm+wsXwmWc+73ZrYNL9G6HggDSeCfwBnOub8WLkQRERGRvqFlkuQNDQy0SrDMjG9+8zhWrdrG6tXbue++V7niimndGGnHKisTzJ//JgBXXjmt3aFg/hKsIuLbCr8OUWORCz9DBHfHuHGDGTduMBvfG4jtCBGvi7FyTTX/+6cPmDaxP8Gg934N6FfC+1s2Mmy//QoSR6K2mkFtlG+MBJ3vxYaffNJb++rMMw/usBBJKpUiWVtBbL/c868axWJFpOJbdmseViJeTWk4P11Y4XCIVH15p4ZNdoXvaJ1zzwDPmFkAGAxsc84V7qdWRERE8qahoYGKigrC4TBlZb1zOFpfNW/e6wBceOF4SkqaF3mwQBCwnBdzpaURbrjhU1x77V/4/e9XMnXqrmFpvcEDD7xBTU2SadOGMXVq+3HFqysp7mAcVzgcwqXqCr4OUTqdxqzrQwQ7q3zLJsYMKSMWK+Lg0aWcMX0IsayhcyXFMVIfbvXdk9RZ9XU1RPrlTl6i4YCvog4ffVTN0qUfEg4HfM0JrK6upiTiryJkadRr39Vy7fXxGiJF+fl5MTMiIW/eWlGOBbHzpSupWzEQA3a/lIeIiIh0i8rKSjau/Dvvrlre06HsUXbujPO///smv/3tcjZvbj15PpBJsNq6EJ0wYV8uvdSbs/XLX/6zWxICPz78sIqHH16NGb561hK1lRS1UUEwW1HYqCtwFbd0QwOBgOVtiGB7ampqCKSqiMV2XaxnJ1fbttfz8dYE/WPGzh35XwfMOUcyUUsk0kaCFQmT8FHU4amnvN6rT33qQF/l2WuqqyiJ+ksjSosC1FRV+mqbS31dLZHdqELYUiSI7169rvKdYJnZ2Wb2KlABrAcOz2z/jZl9oUDxiYiISB6k02lKo0HSDYW9sNjb/OEPK0kkGjjuuOFNlQObMQOj3W/6Z806gi984TB+9KPTes0Ct489toZUKs1pp41mzJiOCxTU1VQRjfhIsDILvRZSuiHVbQlW+c4d9I/lvpxeu76ay7/1Ojf+6G1KYkXs3LIp7+dPJBJEAuk2f26ikQiJePsJVjrteOqpdYA3N9CPmvJtlJb46wEqKY5RU7HdV9tckvVtJ5Bd0WsSrMxCw48C24DvANmf4rvAl/IfmoiIiORLOp0mGDTS6YaeDmWPUV5exyOPrAbgS1+a1OXjBALG5ZdPZdCg3rOY7eWXT+U73zmeyy6b0mHbdDpNqj5O2Mc8mUiIgq9DlG5IEQwECZg3NLaQyrdsZEC/0pz7hn2iiFhRkLXra/jtH7ZQX7097xf2dXV1FIXbTsqLiiId9mCtWrWVrVtr2W+/MiZNGurrvLVVOymO+UuwimNF1FZt71LvbCqVIuAa8jpfKhIykr0hwQJuAn7rnDsd+GmLfSuAw/IalYiIiOSVc45gwHAF/kZ/b9K47tVxxw3nkEPaLz3u9+IynXbMm/c6a9Zs67hxAQUCxowZY9h3347Xb0omk0RC7ffSNYqEw9TXFbaKW0MqSSBg3hcKDamCnaeuro50XQXFxbkTjdKSEDd/+xDCYeOJRVt4fXk5FRUVeY+hvelJwWAQS9eTTCbbbDNhwr787nef4VvfOtbXZ5hIJAi6et/z6ILBIGFSXRoaWl9fTzjPk5LCoSD1dbX5PWgLfhOs8cAfMvdb/g+xEyjsggYiIiKyW5xzGN4QlN4yz6cv89t75dLp1ldO7Xj44VX89rfL+cEPXqC2tu2L4kJZu3Y7W7Z0LgFKJpOEfV5RRiIhkgW+uG1I1RMMBgkGgjQkC9dTUb5zJ/2K2k9IDh5dyr//6ygA7v/9Ft58bV1eY6irqaQo2v7wuVjYiMfj7bYZPnwfJk8e5uuctbW1xMKd+z+kONJxDLm0tYjy7ohECp/k+02wKvEqB+YyEtial2hERESkIJxz3nSgbqqsli2RSFBXV0ddXV3B5990l0WL3vHVe+XSDYDzPRfonHPGMnp0fz74oIqf/ezlPEXrTzrtuO22xVxyycO88cbHvp+XTCYJBfz9TIWCIZL1hR0i2JCqJxQMEgwGSBUwwarY9iH9yjpe2+rMU/fl9OlDaGgw7rzzVaqr8/c7EK8uJ1bUflGKWJg2k5vKykSn/z+I19ZSHOnckL1YxIjXdj6pSSaTBejBCpFMdD7Z6wy/784i4Hoz65+1zZlZFLgaeCrvkYmIiEjeNCVYdG+CVVdXx1vLXuCd157nndeeZ+XSFws+wbw7zJx5KLfffkqHc5S8IWpp3wlWJBLkxhtPJBoNsnDhehYteicP0frz9NPrePfdcgYMKGLcuPbXN8qWSqUIBf0V5wiFgqTqC5tkp+rrCQYDhEJBGgGVqboAACAASURBVFKF+VlraGggXrmNstKO582ZGV+fPYrRB5b8f/beO0yyssz7/5xYubs6d8/05MDAwJAzMggKiiDKrvq67BLeBfRSeVExroqCruiu4TWsK6wKP/0hKhjRRRFWkpJBZmBy6ukcqrpyPOc87x+nc1c41V01DGN9rquu6alwzqlTJzzf577v783YWJYnnqjObyqEIJOM4vGUEVgujXRifmqiEIIbbniA6667n6GhhOP1OomazcXt0skU2IZy5HM59Co1GZ5E1w8fgfUpoBPYCXwPO9j9CeCvQDfwuVpsXJ06derUqVNNcrkco6OjjI6OMjY2VnOHscMJYdlOY4c6gpXNZvGrJhtXt7FxdRs+1TgiBJYkSZx+ejerV5fu7WMaBkqFbnYrVgS54YbTAPj6158qaP9ebbJZgx/8wLbwv/bak9AryMsyTRPV4YhSVRVMs7apj0Y+i6oqqIqKka+NmIvFYvg05+YLbrfCLR9dz+c/tpJjNlSn/1I6nUaXjLLb4PW4ScXmW8Rv2zbKwYNRwuE0ra3ODVYyyQjuCvt5edyugiKvHLlMEq3KPdNUVcXMVx65qwRHR4UQ4gBwEvBb4I2ACZwLPAWcLoQYqNUG1qlTp06dOtVibHSU0O6/kOp9nqGdTxOLLbw3y2uNyQjW5N+HikkDhEm0Q2CRXEtisSx9fc6PG8vMo2tKxW52F1+8jvPOW0E6bXDrrY9iGLWdDLjvvm2MjaVYt66ZCy5YVdFnTcO2RXeCLMtYplGzY1AIgWXmUVXVjpZla5OOGI+O0+CtLHdt2VIPZ5/aQSw0CCz+PEylUvj08vvd43GRTUbnHYO/+53d++pNb1qL6lAhCyHIpuKOep7NxOXSyWUSFX/nfNaZO2WlaAoljT8Wi+MESiFEnxDin4UQ3UIIXQjRJYS4RgjRW7Otq1OnTp06dapILpOkNehnxdI2GjxKTW+whxtC2AP0Qx3BsmsopgeBtR7Y1Jp77tnKlVf+kvvu2+bo/YaRswWWUZmbnSRJ3HTTWXR0+PB41JoaXkQiGX7845cBeM97Tq64F5dl5lEqsNGWK6hJqxTDMKbqwVRVIZ+vjcCKhQZp8Jd3WJyL1+vGzMR48ske3vve3xKLLTzCloiG8ZWyEJxAkiS8mkUyOV0DlUrl+dOfDgC2mHdKLpdDlayKbdMlSUKXrYprMPPZdNUjWHAYCay5SJJ0jCRJfydJ0pJqblCdOnXq1KlTK3LpJPpEOEVTJXI1mt0+HBGWiSzJh7wGK59NoyrTww1NlWpqPFBLIpEMv/zlDoSA445rd/QZI5fFpWsLSlXz+3W++c0389WvXkRDQ2UpWZXwox+9RCqV59RTl3DyyZUP6+zGvs6HlHY/ttoIrJmOhrIsIwsLo0JxW45cLoeZieFx2AdqLn5d8P3vP8+uXWG++MXHF3w+xsMj+H3lTTYA/C6ZRHw61fRPf9pPJmOwaVM73d0NjtdZzha+FG5Nqtiq3chlaxLBUuXDQGBJkvRtSZK+O+P/lwNbgHuBbZIknVqj7atTp06dOnWqRj43PRuqayq5dG2teg8nLNNEkiTkQxzBMnJ2PcwkqqJi1NhFrlb87GevkM2anHHGUo46ypkJhJHP4nG7F5yq1t7um0q/syxRk0jWxRev47TTlvCe95y8oM9bpuk4RRBso5VaCay5fZN0tfoD6Xg8TsC1cOOFBq/Oe69fSyCg8/TT/dx999aKl5HL5bByccciL+B3Ew9PO0NOpge+5S3rK1pvNpvFpS7s+uFWqVxg5TOzrh/VQlOouvCeidPphjcDf5nx/1uA+4HjgWewGxHXqVOnTp06hzW5TApdt92vdF0jn61tP57DCTvKYAusQ2nuYeRmD5CyOWruIlcLJqNXULrv1UwsywLLwO3WyecW51oWCqX4yEce5HOfe6TqAnnNmma+/OU3smZN84I+PynenVJLkT+3b5KuUPXWAInoOH73wgf9fp8Htxzn058+F0mCH/zgRV54YbCiZcRiMSoJavp9XlLRUUzTJBLJ0NcXw+vV2Lx5RUXrzaQSuPWFRZRcuko25dywxTAMZETFKatOOCwiWEAXcABAkqRuYCNwmxBiK/BNoB7BqlOnTp06hzWmaYJloCj2wEhTVXKZ2lr1Hk5YpjHRfJWKDRcWg5HPoir2gKx/MM0/feAVvvGtymfsX21+9rNXyGQMzjhjqWML88loin2sLU7MCwF7947z7LMD3Huvs/qvclQrGmZZlaUI1lLkZ9MpXDN6NLnU6puqxMeHHdmzF8PjcWNmY5xwQhv/9E+bEAI+//nHGBtzfoxEQyM0+JwbTciyjF+3iMViBINu7r33HXz1qxficlUmljKJaMUGF5O43TqZZGUCqwbBKwBUVa5pE2qnZ0MK8E/8vRm78fBzE/9PAIEqb1edOnXq1KlTVebNbOsa+dzfTgTLyNu9gRS5tqkxc9m6dYx4wh5M79iTRAgJxLTAE0Lw6KMHSKcPX+OLhUSvYPqYm4yWLiZq09rq5eMfPxuA//qvF9i5c2zBywJ7v//LvzzMRz/6IMPDznsgFaLSFMFaCqxMMjrLQtylKWRSi/t+M8nn8xhp56l5xfDrkEgkuOqqEzjppE4ikQxf+MJjjo4Ry7KIhwdpbPCXfe9MGr0q0bB93LhcakW9ziaxe2AtrB7Q7XKRSTq3aq/E/t8S8OKOfUSizn5rVVFqmqrsVGC9ALxfkqRjgfcDfxSTdkSwCnAU15Qk6QeSJI1IkvRykdclSZK+KUnSHkmStkiSVLp7X506derUqeMQu/h9evAiyzKSZR5SsfFqYuQzqIqCeggFVjSa4Tt37ON/f2grA0MZLnhdK/f+14m89eLpgd2OHWN87nOPct119x/S2rBKMAyLc85ZxllndVc0KLXrVWwHNVWyFp2SdNZZy7j88g0YhsWttz62qAjU00/389JLw+zcGcJXQSSkEJZloMjOQw2yVLsoajoeweOeFgAej4t0PFK15ScSCfyuxR+nfo9CIhZBliU+85nNrFvXzNVXn+AoHS4ej+ORc6gVuusFGwPs2b6XVGphkRvTNDHz6ak060rRNBVhZBxff0zTpFz/aktSSesdJD1rWHvSm5A7NpHWO7Ck0vtGURRM49VPEfwUcAbwEnAU8PkZr70Nuw7LCXcBbyrx+puBdROP64H/dLjcOnXq1KlTpyS5XA5dnX231muQPnS4MtlPRlMgf4i+cyqVZc1KN0evC9DVYQ96W1s8NDdORzDyeYuNG9s466xlU4NLw7D4t3/7M3/5S+9hIbpaW7186lPncuutr6/oc9lMGpdmf6eFOKgV4j3vOYU1a5oYGIjzjW88taBlmKbFd79rJyJdeeXx+P2LE1hmPo+iVOAiWKM01Xw+jzBmCwCvx00qHqracZSIRfG7F2zCPYXf6yURGQUgGHRz++2XcMIJnY4+GwmNEvRVnjun6xo/vqeHt73tHl58sbKaL7AbG3sWpq2m8GgS6bSz1GzTNCl1WFmSSkpfioGOtuNOXI/dgL7jLgx0UvrSkiJLUWRMo3bXQUfSVwjxrCRJy4ENwG4hxMwOe3cAux0u5zFJklaWeMtlwA+FfRY8JUlSUJKkLiFE5UdBnTp16tSpM4NcNsvc2mx9oumt17vweorXAqZpwkTzVZeuEU9XL2WqFI2NGh95/zJWdbXMmpmfFLZut5tNmzr49rcvnjUAfvbZfh54YA87d45x1lnLpp63myU7T0WzLGteKpokSVN1eJVSiYgASMfHaXfbqWSTDmoNDc4tsQuh6wo337yZ66+/nwcf3MfrX7+KM87ormgZf/jDXnp6onR2+rnssqMWtT1g19kpivOeUGqNBFY8Hsc/J3tNURRckmE35fVV3rdqLsnoGN2LqL+axOt1kx0I2SJCUWYd1889N8DSpQG6uuZX4AghiIz0cvTSyo+joZEMu3ankF0Sa9dWbmhSHYFlLycQKF9dZJomslRcGGe1FoSw8P7qApTwdHKctv1OUpc9RFZrwZMbLvhZRVYwzdpF8h3HFoUQSeD5As//rorbsxSY2bi4b+K5usCqU6dOnTqLIpuK0zAntaUWBfCHI5lMhsladpdLZzThvNB8IUwKoUwmg1uT8HhmCxqXIshms7jd03UsMweYa9c2c+21J9LSMj2QjcezXHPNrzn77GV88INnlBVaQghefuFJRHb2d7WQWXPcGY6ETjSa4dZbH+Vd7zqW005bWvb9c0nHI3iW2CN+j0slGY9Au7P+WaVYvryRG288nZGRJKeeWlnfqmzW4Ac/eBGAa689EU1bnIuAEAJrQrw7Ra1RFDU2HiJQwN2vwS0Ri0YXLbAsyyIdD+Nta1rUcmB289+Zx+Kf/rSfz3/+Mdaubebb374YXZ/9feLxOC4y6HrlAuuBh0dRFIXjjnEtKGqZTsbx6Is7XuzzIOroPLAsC6VIbZ9AwlD8aNvvnCWuAJTQVrRdd5PfcA2CESTmizRZlrBeDYElSdKVwO+EEKGJv0sihPhhVbesDJIkXY+dRsjy5csP5arr1KlTp85rkGw6gWvOoGK6AH7xg97DGbs5qD3IcLt0MsOxMp9YHPffv4stW4Z522VLaNbmD5Am04QaGxsLfr6tzccVV2ya9dzzzw8SCqXp64vNEle7d4dYu7Z5nuCKxWK4zBhHrZ39246MhgmPDjsSWPfeu40XXhhCVeWKBdZ0upptRODzehiNhCtaRine/OZ1C/rcffdtIxRKs359M+efv2rR2zG3ttEJmqqSylbXwVMIQXS0jyVL50dGgo0+Do700rWk8ibKM0mlUrgVsyLHxFL4dIlkIjHrWDz11KV0dvrZvTvMt771NDfddNasz4RHh2n2V26TblmC3/9pBFmWef2ZPuLxeMXR1FQsTLN/ceYeXo+bsfi4o/dalkWxaRQhKSApyGMvFXxdHtsCsoKQFCQxX0hJkoSwauemWuoIuQtYM+PvUo87q7Q9/cCyGf/vnnhuHkKIO4QQpwghTmlra6vS6uvU+dtECMHWF57ir0/+D8NDQ6/25tSpUxNs96s5AsulV9SX5bVKKhHHOzGzr6oqspWtem+gSQzD4kc/2sLDD+/npRd68HnnD8i8Hp1ktDKxsXnzCr7//bdy3XXTzXAHB+Ncf/1vueqqX82rsRkfG6HJN38gGmwMEBkpX9sVi2X5xS+2A5U5B06SSCTw6dPr8HhcZJORmqTGhcNpfve7XeRyubIPwzDQNIn3vOfkqvQXmuvO6QRd18hVOU01EongkTIFDRj8Pi9mMkwqtTjX0GQyySL9QGbh87pIRkOznvP7dW655Tw0Tea3v93Ngw/unXptMj2wKThfGAkh+Np397FtZ+Hr2XN/jTAylqOrw8XZJwcYHxupaFuFEKQT47MMRBaCx+Mik4g4cpG0I+GFX5OECcLEaj2+4OtW6yawTPt9hT4vSVg1bFdRSgLPdAdc/BSHM34DfECSpJ8ApwPRev1VnTq1xzRNrHSEzgaJ7CJ7tdSpcziSz+eRrByqOjti4nbppMPVcxg7XElGQwR900LHp9uDRdcC7ZZLoaoy3/rWm/nDH/ZwzLqxggLL7/PS2z8MHON4uZIksXr17NSs4eEk7e0+1q2bjmAJIbj77q00uPq46PT5qVy6ruGWsmVn8H/2s1dIpw1OO20JxxxT+URuPDpOYEZqpCRJ+HVBPB4nGAxWvLxiZDIG119/P/19IcYHWtm0sXRty4nrYM1NTQTcIWBxER2YdkqsBLdLJxOp7sTGSH8PbY3Fj+e2BoWRwX5WrllY5A8gFRunwVM9heXzeugdmD/RsG5dCzfeeDpf+cqTfO1rT7J2bTOrVzcRi8XwyFk0bX7k94GHR7j/wWGeeCbMPf95IrouYxgCTbNjKb97yBZUb3lDO83BRrb397J81RrHIjudTqNLxoLrFyeRZRm3YpFOpx2lbBYVWAhUM0F+/RV2mmBouree2XIc+fVXoFqJgumB9nIlKPJaNSh6Sgghegr9vRgkSboHOA9olSSpD/gsoE2s47vAfwMXA3uwe29dU4311qlTpzSWZSFJoCoq2Rr1JqlT59VkZorcTFwuHTMfnSo0PxKx60ZC+GbUjfg9Csl4lObmygvdndDZ6efyy9fQ/8pgwdocXddQxbgdEVhEXcwJJ3Tyk5/83Sy78l27Qtxxx7O4lSSXnHNWwc8FfTKR8FhRgbXY6BVAdHSAtW2zv1uDVyEWCVdVYLndKm9+8ypu/48+7vtFiItf101zU2kRIIRg+76DhMNLF30MpFPJKadEp+i6hpGNYVlWVdLtEokE+dggTauLC+G2liAvH9hPtnv5gicWUvEwnc2LS5Gbia5rCCNip1lqsyNvF1+8jq1bR/jDH/by2c8+wu23X8L42HDBqCzAhee1sedAijNPbiKRNPn3f99FS5POR9+/BssSRGJ5JAkuOq8dXddwMV5RmmA1o3deTSz63Adw5UOY+lJSlz2Etutu5LEtWK2byK+/AkmSceVCZZaw+AhuMaqTROoQIcS7hRBdQghNCNEthPi+EOK7E+IKYfN+IcQaIcRxQojnyi2zTp06i0cIMXWZmW5xV6fOkUMqlcKrF76ZelSx6NShw5lkMolnTt2I3+slHi7srrVQLEuwZcv0MsfLWEkHPTKR8cXXJEmSNKuPk8+n8/rzunjLBc1TzW+FEDzxdHgqLTDYECAy0ld0mZPRq1NPXVj0KpVKQW5+M9rGgL/kehfKGSfBKZsaiMYMbvvmnoLpj9/63n4eeHgEy7INSJZ3NtC/d9uiG/6m45WnjUmShEuxqmJbD9B/YA9dTXrJaIyiKLT5YKB3YTEDy7LIpRO4F5kiNxePKgralkuSxIc+dAarVgVJp/MMDsaJjvYTbCwcoVRVmf9z7SpOPTFIImnwwtYojz8dZjySQ5YlvvGFY/nJd0+itcU+V4I+hUjYebPqZCyCz71IC8EJfA5ThCVJolQmrywMvLl+VHLkN1xN9txvkttwNSo5vLl+5AK1V5NU6khaKUUFliRJ+yVJ2ufwsbfYcurUqfPawY6Yv/o9Z+rUqTap2DjeIoMDr84RLbBi0QgNntm3e6/XTS45vujGtzO5//6d3Hjj7/n2t5/BsizGh3poLlArMklz0E9oYH/V+1x1dzfwjssaue6K6eqG//jBAT7z5Z3ceY9tVOx2u5CNZMHf3TQt/vjHfQBcdVXh+o5yjIdDNPvmD7HcbheqmSQer156XDgcRsmOcuvHNtIQUHnupSg/+/Xs6ortu+L84r+H+Mb39hMet39zv8+Ljzgjw4sT2qnYOF5P5VGdap134+PjmLF+mpsKG6bMpKMtSHx4L8lksuL1ZDIZXIpV9UG5Ry/eF8rlUvnCF87njjsupb1dQ2d2jVkkmueOH/WQz88WySuWebn5w+v5wdePpyk4PfnQ3jYtDoMNfqKjBW0OCpKMjuLzehy/vxR+n2de7VkhygkssEWWJzeMFt3JU0/8lPG9T+LJDZcUVzAhsCpojl0ppSJYj1bweKxmW1inTp1DQg0ncurUedVJxcNFB4E+j04q5szV6rVIdGyAhsDsvj2SJNHghmg0WrX1CAEul8KmTR1EIhG8cmHDgUk8Hje6lazqNoBdE2Rl43hn1H6dckIQr0dhwzr/1HONHtu6ey6KIvP977+VT37yHDZurNxdUghBaGA/zUF/wddbAgqhkeqYCQkhGNi/g6VtflpbdD5xw1oA/uvug+zYnZh6z3d/aEdt/v6SrqkIBsCS9kaGe3YsOIqVy+WQrNK/czF8bo1kbHH1j6Zp0rv7ZZZ3NjgSPoqi0N3i4uCe7RULezvNeKFbWhy3rpJJFhfcS5YEaG72EItGaPTIpNPTxgy3fXMP9/xygO/cdWDe5845vZnWFp3+wTT7euYLSrfbhWQkHTX9NU2TXCqGx1Od6J3b7cLIxDGM0iJIlmUspz+TsMhlUwiHx7JlWcgV9rWrhFI1WFfXbK116hym5PP5KYcnTdOO2JqMuUzeaOzZonoEq9aYpkk4HJ63rzVNo6lp8f1VDnfy+TyjI3bBtc/vL2rVXS0mBwfuJa0FX/d63AyOlZ9NfS2Sy+XIJ8P4OuenuQX9LsbHhmltLbxfKuVtb9vA5s0rCAbd7NjyPEuayjdjbQ+6GOnvqWpNUjweJ6DPPrfOOLmJe757Ig2BaSEQ8LkZCQ/T2dU1bxl+v86FF66Z97wTotEoupXE4ykszlqaGnm55wDmytWLvsdEIhHUfISAvwOAM09p4vKLO/nlA0Ns2xVnwzo/Tz43zpZtcRoCKu9+22xTC7fbRUCJMjY6SntHR8XrTyQS+LSF3TN8Xg8j46PA2gV9HqC/t4dGJYHf51wINzc1EjowzPDQUMHfvhjZGb3kqonbrTOeKt82ITI6wKMPRnjsyYPc8ZXjaAho/PM/LCOeMPjHv5vdaHpmbdvdP+/nx78c4LKLOrjlY7ObSje47PPF4ykdmZqsv6pm9M6nCxKJRMlzX1EUTIeHl30/FVgOyxxMy0JRq1dPN5dDWoNVp87hjGVZbHnmcXY9/wj//vmf8tfnXny1N+mQMVmDVRdYh4ZwOMzorifJ9L0w63Fg27M1sXA+3IhEIsR6nsMc/it9e7fVfH3JZBKvVjzf3uls6muR8XCYoLvwwKixwU88PLDoGpyZNDV5iMfjWMlRGhsKR3BmvT/YQDYysKCUrWLEwqM0FKjGnymuDval2XvAIBkdnfX9X3llhGx2ccfBSH8P7cHiM/2qqhJ0GVOTDIthdOAgHU2zB8fvuXIF3/rXY7n8LV2YpuCOHx0E4Kp3duMrYJDQ3uJntH/fgtafiEXwexYmEj0eF/lUdMHnXTweJ9K/g+6uloo/u7yrieEDL1dUA5ZNJ3AtIFJXDl3TyKZLH/+maZKKjvPyjjTDo1m++A27zm79Gj//8aVjaWmePt5HRsM8/sKLGIZBKmXymweH6elN8dhTIULh2c2d/V6deHi07DYmEwl8RWpYZyKQsCQV4cA8wueSSSVLW/UrioJpORN1QtiegBbOrmeGYaKoVfTcn0NFAkuSpOMlSXqnJElXzn3UagPr1DlUZDIZPEqOndvyPPynGF/+txf+ZsSGEAJZmuwLceQNMkshhGDHrh1VK7Z2QiISor3Jx/KlbbMePtUkkahub5jDkfj4GG1NfrqXdJBPRataB1SIcoMDSZKO2Dqs8ZF+mhoLR5IURcGvGUQiC0/TsizB5z73CE8/PW3cMNS7n84yLnaTSJJEZ1BjsPfAgrdhLvHwEAF/cXeyweEMN3zqZT7z5V2MDSamxF08nuVjH3uIK674BdHowq4HyWSSbGSgYJ+imXS0NDDSu3tR4jaXy5GODM4zPdB1mY0b7OceeHiEnr40XR0u3npR4QiV3+eFbGRBIjcxPkJggU5wkiRNRTEqxbIsena/zPI274KigC6XTldAomfPTsefyWdS6Hr1Q1i6rpHPpkqON1KpFA0e+NxN6wF4+Ikx7v65XT81d/Ikbxgk8hkMw+RPfx5DUyU2HhXgpveuoblptkD0+7wko+WNLpLREN4S9vSWpJLWO0h4VpP0rCbhWU1a78CSiu8vn9ddtg5LVVXyDkNYQgiEsK9JTjAME1WvfpuKSRwJLEmSgpIk/Rl4AbiH2Q2GJx916rxmefHFQfr7x3GrglNPCHLCsY1cemHT30Q0AezZMUW2aw8ss7aD3cMNy7IYHB08pAIrGQ0V7A3kc0kkj3CBJYQgFhqgIeCfqAMSxGLl02MWQyo2js9b+kbq04+8fZ/NZsnGR0qKjSa/Tnhk4e0mH3poH48+2sPXvvYUuZxJPB4nFx1wZDgwSUtzI6lQT1UEbjqdRhHZeTVBA0OjPPVXu09OZ7uLU08IsumYBlZ3u4nH7Dqse+/dRiqVZ9WqII2NC0sdGuw9QEejWjaVyuNx4yXB2Gj56EEx7OhkaSe0eNKeMLv+H5ejqsWHfE1emfGQc0c5AMMwyCUji6rLCXhk4tHKBf5gfx9eM1LUUc8Jba1BRKLP8W+Qz6XRCrQcWCySJKFIouR4I5VK4dHspruWJdi7P8W3vn+AF7fOryE0TBNLCCxLTPS+krj5pvVccmHHvGNF1zWsfLpsFDEVK17DakkqKX0pBjra9jtxPXYD2vY7MdBJ6UuLiiyvx00qVtpJUNM05wILgcBynCKYNww0V/k05oXiNIL1RaAFOBfbNP7twPnA3cA+4LSabF2dOoeAffvG+dSn/ocPfvAhUgmDlcu9fP3WYzj1eP/UoPvee1/hP//z2Vm9Vo4kpgSWrGDkc+U/UGfBWJZFPlPY6tfrcZGOH9lNb6PRKB4ph6bZN92mgJvwsHMnq4WQjI6VdTnzHoFGF+HQGM1eqeQAPNgYIBHqX3Ca1vnnr+J97zuFG288HV1XGDy4v6xd9lxkWaazsTpRrEL1VwDpTIaMYV/bJEniEzes4QufOIq2Fi/x8AjxeJaf/9zue3X11Qvre5VMJkmHD9La4qyebElbI0M9OxccxYqGhmgMlK6dyecF77i0i81nlU6jCzb4iY5Vdh7G43H8rsVZXQd8PuLhygw/MpkMY707WNa1uP5dkiSxojNI/96XHR3/+WymYE+3aqDKlNyGTDKOx6XR3KTzrsuWcMbJQbwemVu/tmte2l/eMhBY7O1JsH13Aq9HYfOZ0/sqFs/TNzBtbOFWRckJRsMwsPJpXK7CEays1oIQFt5fXYD7iQ+j7/j/cD/xYby/fgNCWGS1wseepqlgZktmMGiahiFkR9lElmUhhMAynQosgV6DRuuTOBVYF2GLrKcm/t8nhHhECHEl8BBwYy02rk6dQ0FLi4d165o5ap2frg57NkOSJNyaRDabJZXKc9ddL/Gzn21j27aFzzYezuTzeVQZVFXByGVf7c05oplseFtoUOJxu0gnjmyBNTrQS2vj9I26scFPanyAvg0tMwAAIABJREFUbLY2x125wcEkXo+bVHzxPZkOJ8YGDtASLD3DrygKQbdJaKyy6MUkqirzjnds5Kyzlk2kxzmzy55La0uQZOigI0ezUsTDowR88wdNkiTNqgpRVRlVlSdSpEb56Ef/SCKR5ZRTuhbkHAgTvZiCuuPGuV6vG7+UXJBNumVZJCMjBPylZ+CvfGc377tmZVkR5PW6MdIxcjnnE2zx6DiBBdZfzVxvLhmpSOAPHNxPR4CpSZrF4PG4adKzDA2UF5emmUepkeucUkZg5TJJdF1DUSTed81KfnXXKZx0XJBI1ODbPzgw672GaaHpHh5+3L6XvOHcVlwu+3fa15Pkf3/wJT7777umrN1dmlTyd89kMhRrfyWQMBQ/2q67UcIvz/5Ooa1ou+7GkP1Fa7I8GiXFnSRJaC4vuVz5yW3LEgjAsJxlHmUN0PVXvwarC9gnhDCBDDDziv0L4C3V3rA6dQ4VjY1uvvrVi7j6n5bNGoTpqu0a5PVqfP3rF3HllZs45ZRpB6Z0+siJZhmGMS2wjLrAqiWZEk5ULpdOLpM4Ymv/0uk06Uj/rPoUWZZp9UkMD9YmijWZWlMOl0vHyCaPmLTgWCyGmo/NsiovRmuTn7HBAxUtf3AwPs8MYqivx1F6XCFkWaY9IDM8sPAmvEII4uPDRVMipQJDHlmW+dWvBvnZz15h//4IV165sL5X0WiUfLSflubKxKVtk7694ghiMpnEo1pVdbr1V1gPFQsNLrj+ahJJkvC7hOO+YJlMhsRYD+2t1XNb7WpvYqxvV8nfQAiBmOHMVw7Lsir6TRWJkpHMp58exDKn163rCp/58DoueF0r/+falfY6J+qglhz9es459wqu/sCF3PSxc7j0zUunPrekw43breDzKiQm0kdVmZJRpFL29EJSQFKQx14q+Lo8tgVkxX5fAVxqaYEF4PL4yToQ/pZlIasyhsNreNYE12EQwRoCJmPePcCZM15buL9mnTqvEkIInnmmf2ogq6oykpWdlV+tqSr5rD2bun59C9dcc+LUa8PDCd71rvu4884Xj4jBsJHLoKkKsiwjC+uIGWSWI5FIEIlESCbsXjzRaLTmv2culysqsCRJQpWsmps+vFoM9vXQHpDnDVLaW4OEB/bU5HtnMhk8mrMBv0dj0RGUQhiGMfX4618H+MlPtvLgg7vZunVo6vlqH3ejg320NTqbnfX7vJAedzzINU2Lm2/+E1df/WsOHLBnybPZLImxXsfpcYVoawkSGdq/4OMglUqhky0a2Sgm/BQJFAXOPXcFxx1XuVW5EIK+fTvobvNVLC7dbhdNepbB/t6KPpdchD16MfwehWTcWT1kPp/HzMQdCfhyBDwK8aiz9NzR4SFafZJjoeMETVNp1POEQ8UNFyzLQq7gp+3pG+TpLa84fr9UQmA9/ngP3/yPXXzyi7sxZ9QjBRs1Pv2hdTQF9Vl1UPqOu3A9dgPuXXex+dwldK5bP1UH5XYrfP2WY/i/n9841YBYkSl5z89lsxTz9pCECcLEai08MWG1bgLLtN9XAF2VyGVLCyy3v5FMprzAMk0L1aHAsiyLnCnVVGA5ja8+AZwB/Bb4EfBZSZJWAgZwFfCbWmxcnTq14sc/3sr3vvci73jHMbzvfacCYOSzaNr0zaJUutxTT/URj+fo64tVvav7q4GRy9J/MIvHY6Aq9oDwSO8Bls/n2fninwnoJtGB7YT1LOOKxvJjz6G5eXG5/aXIZVK41eL7VlftdI1api68GqRSKRKjB1i5an4+vqaptHosBvt7Wb5ydVXXm0klcOvOjmX3xGyq31/eXtwpBw/sI9y3E0mS2L03xVe+1TM1SFq3xsvHP7gSIQSKt53bvnKA5mYPLS2eiX+9U38fdVQrwaCzweyk2Fm12vlx3N6oMTLQS+CoY8q+d3w8g2XZRfRdXfa+GhsdodkrFjXwVRSFpol0xUr6E00Si0YJuItfj4tt2ZmntPDCjjwf//jZFa8TIDQ2hpYL0dhQuTgDWNLRzCs9u2nvXOJ4wJeKRwiWMW6pFK/HzXh0DFhZ9r3xeBx/gVq3hRDw+RgLD4ODcz8y0su69oUbWxSjudHH0Eh/yV5gldzpc3kDWXUhkJAov58kiaKTLEuXNtDaonP2aUEUpfBWZNQWLMvC9+sLZqXqadvvJHXZQ2S1Fjw5OxW1rXX2cSMESCUmeIxcBk+R2jMJgWomyK+/Am37nSihrVOvmS3HkV9/BaqVKLoPNFUlkS09qeXxBUiFykcDLWEhyRJ5BymCmUwOt6+xpuM3pwLrFmAyN+rfsQ0v3gV4scXVDdXftDqjo6MYhkFDQwO+RYbh68ymqyuAy6WwaZN9MbULI41ZgwNFkTGLzJpcdtkGVq9uYsmS6Qv9yIhtcdve/tr4rWY2FzaNHA89FuHf/qOff3hHK6uPP/IjWLFYjKDbYuXSVvrHGli1tIV83iA2PlZTgZXPpGgo0UtFV0qna7xW6T+wl65GtegAvLO9iVcO2INMt7t6zR+zyRiNZeqvJnFpEtlM9SJYkUiE2MBOjlvdwtBIjpt/fACPrnHK8Y34fSoruj0cv9ZuAPzEcwfpORBicLDwoPkLX3g9Z5+9HIBf/GI7v//9nikx1tLinfq7rc2Hz5OgpUKx09LcyMC+g2RXrik7yG9t9XLHHZcyNJTANRGODQ/2sLZt8QPfliY/PYMHFiSw4uFhOvzFTR8kqfD+eOPmLtqWqBx9tC3+9+0b569/HeLyy48uu07LshjYv501baVt2UuhqirtfsFA7wFWrT2q/AewXd2WtFW3SarX4yY9PG73RSwz8FxM/6u5eDwu8gMhO1W9hIlELpfDyiVwu8vXyAkkhKQgCdORwPH7PKRGQ46+eyksSSWrtdC1cTVLZJWEMFHNBK58CFkszEhm9eombvnMMRzbXXh/CyTykg/XrruK1kHlN1yDYGTWvkilTL5z1wHGowne/7FNRddvGqVrz1z5EKa+lNRlD6Htuht5bAtW6yby669AkmRcueKRQUWRMcvc7zweDyGj/G9imhaKqmLky49f0pkMHv/Ssu9bDI4ElhBiL7B34u88cNPEo06NsCyLg9ufwyulyC45Dt+a9a/2Jh1RnH/+Kk48sZOmiQaNk32gZiLLMqKE3efMVBIhBF//+pO8+OIQn/3sZs48c1lNtrta/PrXO7jvvu18+MNncOKJXZiGwbpVXh5+PEIu+7eRIhiPhGjwzhY6Ab+XoZFhqOH5lsum0ALFL72aQkWF5q8FYrEYuUgfravbir5HVVU6G2X6Duxj7YbyURSnZNNJXH5nzUFdukYkVR2r9lwuR8+OF1nT6SeVFnziX3cQixucflKQf/3khnkz0Sdv7ORzH5MJdG4inYZQKE0olCIcThMOp+nqmhYvvb1Rdu8ubMjR2enj4/8nyDHddqre+z6+Fbdbpjmo09Kk0RTUCPhUAn6V9Wt8dLbbg3QhJFq8MDzY7yiKqCgyS5faoiKZTCIbcTyehZlDzMTv82INjdh1HxUIbcuySEZHCawuXptTbOBstwuwj1Nd9/PBD/6eeDxHR4dvStQWY3RkBJ+UxOdb3HfvaGvm5f37SS9djsdT2hnQNE3ymTguV+ui1jkXRVHQJJNsNlt23yejY7QEShtsOBU5kiThVS2SySSNjcVr2Oz06tID7UmBYyh+kBRwKHAURUHBxDAMNG1hzYQn0/SEsNB33IU89hJW6/Hk11+BqS/Fm+svuQ0zj0/DsNi9O8TRR9vXTH/AjT38no+QFGRVdVQHJc1Y/1g4xx8fGyOdyfKusQxLlhT8OJZplpyskYWBN9dPVmsht+FqJFlFWAaalcSVK73fZVlGGKXHGx6Ph3ReKit+84aBqimYDhqFJ9M5vEurV8dXiNr4TdZZNIZhoKsSXa0tjNVd3apCKJQin7fo7LRTWibFFRQPzTuti8jnLTweDVWVOeqo6t70qkEkYpt16BOpUqFQmr6+GI8/fpATT+xCCIuLL2hj1fIGmlqm60EMwyrZO+W1TDw8TGf77AGC2+2C/CjZbLZmudn5TBqtufiyNVUiX+Nz3rIsQqHQrChmS0tLVesaJhFC0Ld/J0tbPWVnhttbmxjZ20MisbwqaXpCCHKZBLruLCLp0nVyVeiFJYTgwO4ddPjy+H0N3PWTXvoGMqxe4eXmD68vmObj8eictjHIwegAp557RskU3auuOoGLLlo7Jb5CoRShkP23ImcJ6nl0XSOXs9i+u/j3+fB7V3PphfZA+oGHR/jqd/diSbvo6u6iocGN368TCOj4/Tof+chZbNs2ypNP9nH00a1omjL1ejIRxlfF0USjWyIajVYksBKJBF61zEBwzvF398/7GA3l+Me/6ybgUYmNh1i5pplrrz2J558f4NRTS89wW5bF8MFdrGtfePRqatsmTD6G+g+WjWJNmg7UIr1pMk221L63LItMIoKnvfAAdSEiZ7IHYCmBVWgidO56JwWOtv3OygUOxeugJEmiXP/amXbl5dL05m27Nfv3/M53nuXXv97JTTedycUXr0PVXOSNwtH1hdZBLe/28IkPrEHR0nR3l66dLDcWkoWBJzdMbGycp/ft5LRV6+lsc5oJUvo4VhQFl6+RdDpbsuYvbxmoqkLWMsqKsWQOmmucGeb4kihJ0tHA3wPLgLnfUAghrqrmhv2tYxjGVONXM3vkpQsdarJZg09/+n8YGkryb//2Btatm10HUmpm0wm6rnDzzZsJhVI0N09HxX7601e48MI1U8+9Gtx++3Pce+82PvWp1/H6168C4C1vWcdxx7Vz0kldE9tqoSgyp53UxJ6DowghGBpKcOONv+f660/igguqWxfzapPNZhETqSZzo3UBlz2T3dZWPNqyUIQQGPkMmlb8wq5rGql0surrnkk0GmVg+19oDtiX8vF4BuXY19UkNXJ8fBw5PUqwc35tw+59CYIN2lRNgCRJLGnW6T+wm6OOPXHe+yvFbj/gPFVO1zWyVYhgDQ0OQKKXjhX2d77ynd0IAW95Qzteb3Hh1NjgJ5gY5cDeXaxZXzw9LRh0F6zHsiyLrc88SufE/lRViR98/XhC4znCkTzhSI7weJ5E0iCRNOnuml5GJmsCErlMnoMHw7hc06+5XAof+chZfOMbT7N7d9hOxZmRMpRKxtFlE593P39/SRfXXmFHffoG0vzovn4CPoWAXyXYqHHisY0s7y59PQz4XITCI3SUqIeZSywyToPH+QRBPGHw418MkEqbnH9OK+tX+xgeGYI163jrW4/i0kvXl73+j4+P4yFZlcgd2CYfLx/oIbd8VckazGw2W9QoZ7G4Vcq2TEin07iVwo56CxU5Pq+bsVgYlhYXtaqqlmw6uxiBA2BYFE1RlGUZAUUH7lN25dvvrChNb/rzTO1PIQRer23JvnKlLXxcHj+5VOE2MYupg3r9Oa3sODBa8niTFQXLcNZbyjQM0tkEeYf9NE3TRFbKH8y+xlYSyf2lBZZhIEsyYsIwpNgklWVZZEwFr7d2TYbBocCSJOlK4AfYx8AIMHfPvfZt1A4zLMuynY1kBdM4stKFXg0Mw8Lv13G5MrS1zR/cSpLE3AmaheRit7RMn7CPP36Q229/nl/9agd33315zfpnzMSyBC+8MMi6dc00NtoXorY2H0JAb++0O1RHh5+OjukIgbAsJr/qZLHt73+/h5GRJI88coDzz19Vs2LQXC5HMjktKAKBQM2aOU4Si8VoKHKdDng1ouNjNRFYuVwOTS59XOm6Ri5RY4EVHqOr2Uv7xAyjJxQhGh6ticAa7NnFslb7nJt7Tn399v1s353ga7ccw4nH2TPXzU2NDO0bshvGBhZX05PL5XDobwHYZhtmPms7hi0wmpdIJBg9sJWjl09HsmVZ4pp3O0sb7u5qZcf+/YyNttJa4TE4OjJCQMngdjdMrXfVCi+rVpQfSPz9pUu4/C1djEcyvLAnztI1J5NKGSQSOXI5E0mS+OAHz+Cee7bS0OBiZCRJIpGzzX56YshCIZudvo4ADA5nefCR+YPC5Us9vO6MZt751i4aAvPTsfw+Lwf7KuvLFQsPsaKh9Iz0zE5Y990/SCptctJxjWw6ZiIClR+dit5MHqeWJbjjjue58MI1rJ6Tfjg20ENHsHqTZ7bJh0VobIyuYvlaTB7XtRl26ZpCpswETzqdLtr6YKEix+N2kR4u3QPQ7XaTs5SC5+diBU4mk0V1+UtGjmVFLTpwr8SuXCogME2LqeVKksS1157EpZeun7pPu7x+0uPFJ9sXUweVydv79qWXhgiH01MTsZNoLg9G1lnZQC5voGkq+TJpf5MYhonqL58t4m9sIhreTampDNO0kDXZris3iwusZCqNJ1CbjI2ZOB3FfAb4NfDPQogjuwvmYYJpmsiSHcGy/gbqYWqNz6fzpS+9gVAoXdSJa+4l1w6JL1xUrFvXzOmnL+XMM7sPibgC+NKXnuCPf9zHDTecNlWg/aY3reX881eVdCCbmWMtT8z+XHXV8XR2+jn77GVTg43FFgAXYu/2LcjpYTu0n8sRblnLGgdOZoshOjZMs286ajJz4NUQ8NPbO4AQG6r+XZ3MPLt0nWzKmV32QhBCEB3tp2vJtMBubPDT19uPWFN+1r4SotEocmachiXtPP5UiO//uJcv/ssGlnS6sSxBa7NOQ0Dl6HXT2/K9uw/y0ithLn7bFi5+68Jc3SZZyEy/S7UHsAsx2rAsiwO7trK81c2fn4nwi/8e4taPHUWw0XlNhyRJrFoSZOfeLQQaznGcqiqEYKR3D2taS6erlRKPsizR0uxh3ZI4rqDBMcfMHuQfc0wbn//8+bOey2Qy7HnxETauaiWdnj3LvXKZh4+9fw2JpEE8YTA4kuXpFyIc7E/zs98McMXl09GKnt4US7vcqKps26ybGfL5vKN6mHw+Ty4xjrfTWXp2Imnw898NAnDVu7qnng+4BLFYbNZv//Ofb+OnP32Fxx7r4Yc/fPtUynQulyMTG6FxTXVTwpuDPg6O9JYUWPlsBl2rjcurpqkkythmp5MJPK4CImMRIsfuQxfFNM2iA2NJkvA3dRCNhWf10oPFC5xoPEFDS+lMDUXRig7cF2tXbgqIRHLIso57ounUzElQr9dLJF/CIXOiDiolBckedRXyMRqWmUcXqZJ1ULlcHlnz0NMT40Mf+gMul8qGDa2zaj41l5tc3lkEy07TU8mZzgw9cnkT3V1+AigQCNBXJnM+bxnIsoQkl+4pFk+kCbSsKvp6tXB66+kE3lsXV4cO0zSnUwSN0he7OsXp6YmwfLltxako8iF1+OvqCnDbbRfMeu6RRw7w/PMDXHfdyTQ0LK7GZ2gowcMP72Pz5pV0d9s3mzPP7GbbtlE8nulT2+vV8HpLD1KMfBZVtS/miiQwDANJknjTm6bb3AkhuPXWRznuuA7e/vbqiI9EIoGZHOXoNZ3ARIrTvl5yq9bWzKbcNE0S44OsWmlHTCYF1uT30TQVt5QjHo/T0LD42oqZlGrYOImmqQgjW9ZRa6EkEgl0kcblmnED1VQ8cpZYLFayBqJSRgd6aZ/otfLEM+P09KX5xe8G+cA/r0KWJW79+FFYlkCeUVjx54n3bR4fnrKr37FjjKGhBCef3EUg4Py8yWYyZYvi5+JyUINSjIG+XnzWOANDXr74zT3k84LHngrx1os6K1qO2+2iw5fg4L7drDv6WEefCYfDuKwYXm/ptLonX9zC6u5uujqKC4OOlgZ29+6ms6sLSZIIhVKzovMzsY9pe+JlbvpjW6uLN18we87ZMCy2bIvTN5jGM+FCZxgWH/iXl5EkiTNPaeKc05poahGk02lHAisWixFwlZ/8EROD+vvuHySZmhO9Ahp8LsKhEdrbp7f5sss28NJLw7zznRtn1aPGYjEaHKzTXq9zRzu/z0t+cLRkqwbTyKHIzgRWNmfw0q59bFy9Ap8DW3e7LKF01kwmGaWhgPBfrMiZrP8q5Zrc3NFNaO/APIG1WIETipssW1H63FF1F4ZhohdwgV2sXXkyZfH1zzwKwG23vWHeWMXr9ZIqY/QgCwM52cczu7bR3NVMdizF6RtLT1YmU2l8je2sWdPMG96wmq4u/7wsH7fbTcxhpYphGmiq4jgwkDGg1cG1Vtd1FFcD6XQGj6fw+03DnNg3dgSrGPGMRVdD9e5zxXB69/4zcDTwcA23pc4M8vk8mmKHjE0jV5PIwZHOzp1j3Hjj79m8eQUf+9jZJaNIC3ERdMLM38w0LW6//XmGhhJs2NDKW96yOKe6H/7wJR54YA+ZjME///NJAGzevJLzzltZ0bFiGAaYualZOZeukE2n5r3vpZeGeeSRHp59doDNm1cUHXBVwnD/QTpmzO7LskyLVzA8OMCyFSsXvfxCRCIR/KoxKx3DFljT72n2q4RHh6ousNKJGF4HIRW3ag8uF5siV4ix4QFaCrgYNvs1xob6qyawhodjHNh9gNWn2oOW665YzjHr/VzyxtmDGHnOifd/P7+R516KsHqFIBwK0dnVxW9+s5MHHtjD9defxLvffRwAuZyJokglz+tMMkbQVZkjmEsRZDKVT2plMhlCfTtp8fj58Je2kc8LLnljO5deuLDeSB1tzYT3HSQS6SYYLN+8d6RvP0uay08g5YTd2LgUHo8bjzRCOBxmcNDkQx/6A//rf22cus7MxBZYzq83qipz0qZGTto0fZyNhnK0NOn09KV58JFRHnxkFCEMTj7T4qKLjuacc5aXnCSKhUdp9DmbkEkkDe777fzoFUBDwMfBg0NY1jFTUT5dV/jCF86ft5xkLIKvzGzJQh3tfLqwmyYXEVjCsuadN0XX7fZz9GnHYFkmaav8uu10+dL3vWwqgautgMhYpMhxqYJsNltSYDU1NdFnuclksrYp0eS6ywic3LorkHPxggInFk+Ap6Xs9VbVXBhm8UbMC03TE0IQTZjkchZCiFkTpJMoioLLHySVyuDzFU9LFUJgWSaGmcFy0A8qnszgX2pPtnzyk+cUHDvY4q7sogCmInyGg3UDpHLCcS1UQ2sXscSeogLLsEwUWUOSxdRkyvztM0kZSlV7HRbDad7SB4DrJUl6tyRJLZIkyXMftdzIv0Wy6SQuTUGSJHRFlC06req6s1n6eg9OPV6rltHj4/YgSVXlsjcjuxh+9nOqopAvkypRCYoi86UvXcDll2/g4ovXTT2fyZQPpT/zTD+f/vT/sHXrdO76m960lgsuWMXJJ0+nksiyVLEQTyaTeGfk0/u8HhKR+XUTJ5zQyS23nMcnPnFOVcSV3Qz1IC3Nswf07a1BQgN7amYVPzZ4kNY5dROyNHu/NTc1EBnuqfo2pOJhvEVuDjPx6nZj3mqTz+eJDvfM2+dgf+fEWG9VzvdnnunnH//xF9z384GpgWpri85lb+os2ihzkmCjxhvObaOtxcf4SB9gp6adeGInp58+PSB+8MG9XHbZT/jJT14utijSiXE87soixR63TjpeebLGUP9B/LLBp7+0m0jU4ORNjdx43cJrFyVJYmmbj4Ge3WXfm0qlMBKjNDZUb9DQFvQwNtDDyy+P2LUNRa6h2VQCl764SGtXh5u7vnkCP/zWCVz3j8vZsNZP3hA8+Zd+brvtCYaGpo1HcrnZ56QQgujYgKPvbgmLp54fJ5kyOfG4hlnRK7ANDjxynkQJJ8mdO8e47bbHScaiuN3FRd2k2YOBjrb9TlyP3YC2/U4MdFL6Uiyp+D5zq1JJkW+LoOKRsFnr3jGx7h3O1l0uNX7SmdNVoLfcTJFjthw36zUnURyXKpUd68iyTMeKDQyMROd/Ph/CsiQSlz5E5pyvkdtwNZlzvkbyrQ8xHjX46Y8LR9YGxpJ0Ll9b8LWZaC4P+XwJy/GJND2VHLkNV5M995vkN1yDSq6kg2E+b9DZ2cB3vnMxX/7yG4pG6RuaO4lVUJ/rxAU5nmVKWM68VmWzxtR5p2kasu4jkyk/DjWFhazIGCVS9KbXkQPV6zhbpSHYTCxV/J5siolsCEkqmiIYT6TwN3XWvP4KnEew+oAXgf+/yOuigmXVcUAiMkpLgz0I9GmCRCJR1eabpRjs68EY3UbA7yUaSzJkHu+oL8pisWde5p8UkiQt6GQ444xubr/9EpYubSg7yClUq6HrGvmss6aLTlmxIsgNN5w+9f9kMsc11/yazZtXcN11J0/ZqNv7QkzNzm/ZMsyf/9xLU5N7qv/Wpk0dU42SF8P42AiNvul0E5/XQ25wrGCKyrnnrpj1/8ce62Hv3jBXXnl8xXVmw4P9tPnleb+trms0ajnGRkfp6KwstaocmUyGbHSIxjWzzQMkZt+MVFWlQTMIjY3RXoGTWSnKWRvPxOfRiUbDUKV1TzI00E+Lt3ANgaIotPpgaKBv0ef7+vUtmEYOj1shmzVxzanX2LItxqdu28HZpzXz4fesRtfnHzt+n5fskN189JJL1nPJJbMjvnv3hkkm87Nme/v6YvzqVzs4++xlbNrUTi4Vx72kZe6iS+L1uBkeL9xjqhiGYTDWv5977hmjpy/Nim4Pn/vo+kW3OGhs8NM3NkIikSg54xoaHaHFX35dAgld94KDOdHGBj89e4d5+9vP56STulixonBkM5dJEizROHvmusulyS1b6uEfLl/KP1y+lN37xnj4eYlwzMOqVdMRvA9+8PcIITjnnOW87nUraGqScUlZNK1M5FWSUVQXF5zbzvKlnqJCv9ErEwmPFYxeG4bFLbc8yuBgApfcyHvfWdyEZDGOdqoqYZRwYVM0HTNTfAC7mHXbzVqLD3gNw0AtYdSzGLMFXVNJZ8pPLLV3dPByr49kMj0rmiMLg4A5QH8sQONEPyYsg3gowve/+xzvv3K65i8SzRPwq8TicYSn3ZHBj+7xkR8vPSE6aVd+cG8P4WSaMzYdXTItNBbPo8gGmttDIOAqmQLdEGxicNCibAtuydmYJZvNYUieeRGkwcFwH1mQAAAgAElEQVQ4n/yknbB2xx2XousKgeYO4omDs6KGhTAtC0WWEQ4EVjyRItDsvNlvIBBgf76wyQnYteSSJIFkm9MUIhpP09Bd3ftqMZyKov8C3gX8CtjBfBfBOlUkk8lgpKYLdhv9LkIjg7S21r6/kmVZREZ6WdfRyp6Dfaxd3s2eoR6WraidixzYrkS7tjyLlZ9/cRVILF17vKPBthCCUChNa6t9wVixonxqDUAykWBuBoosy7hkk1QqVTJlYaEIIXjyyQOMjCTYunUIw8himhL337+bn/xkG+9974m87nW23fFFF60hGHRz/vnVLczM5/NEhvfTPWPwJEkSzV4YGRqke/mKop9NpfJ85St/IR7PsWJFsKJtM02T8OA+Ni4rPCjqaGlkb+8e2js6qnrcjQwN0OpX5i+zwDramn0cHNhfNYFVrE9PNJbApWuzblwBv4++/iHszOzqkM1mCffv5pjlxQVeR1uQVw7spr1zSUUTOjt3jvHQQ/t43/tORZIkgkE3N398FWdtDKDrComkwf6DKY472h60rl3pI5E0+cOfRjnYl+YLnziK5qbZgzpJkvDrFvF4nKam+dt8441n8M53bsTvn/7ck0/28vOfbycez7JmjQ+vJrAs6OlLsmq519Gx5PG4yA+EKqqBi8VivPRCmBe2xAg2qtz2qQ34q9QYqskrE42MlxRY0dF+1rQWf31mqtqmM9YhLIO0lSyZLiZJEkG3bVSyfn1x765cJonuLf5dF5omt6TDx3nnutmw6ZSp5xKJHPv3R8hkDHbsCPG9771Ic7PMmccKpDd6OWqtb95vPLn+1vWraZNVEsJk2dH2+imw/mBDgF3DhScZVFXm5ps387vf7eIN54pClw1g8Y525dBcHvLjhWfyF7vufN5A8xdPQcvn82gl9PnMprP5DdeArIBlolqJsk1nNU0l5iBrRJZllq7ZSO/up1m1ROcb/7WfN25u48TjGpGFwbLAOKP9B9hycD+Wkef0DUdz602zf88vfWsPA8MZ3vV3LZx78SlF1jRn+3QXmbzD3pimSSZXPFoHcOBgig/8y8u87U3NnHfxxrLL9Pv9pC3N8bWp3JZGYwka21bOe7652TMlUEKhFF1dARqb2wjt2Us5X1NhWUiqhFWiBmpq/ckcwRLN5+eiKAq+YDuxeIRg4/x0TsOyZgiswuuPZqCjinXGpXB6B7gM+KgQ4hu13Jg6NiNDA7R4p1OWgo0Bevf1kU6vLdvhfbGEw2H8Sg6Bzlg8wjppGR4pw/j4eE0snMFOUdv78rMsDwqagvNPtlwuz669LyDECXR2FXdWArjrrr/yy1/u4JZbzuPEE8vO80wRGe2nu2F+2lujRyYyHq66wLIsi/27d9Dh6eHj729CVQUHtjxGT/8Az/0lSl+P4I/3p+lu2I9lCbSGLt7+9uNKWsguhIG+g7R6xbyLdWdbE9t6d9HW0VnUxczr1bjllvP4n//Zz+tfv7Ki9Y6NjtKo5W23sILLdqObI0QikYKD64Vgi7r9RUXdXAJ+H9LISFXswgGi4+GCfXpe2LWD5W2drFkxnf6m6xqqGCeZTFbt2Ovdv5eOgCi6z8GO3HU2yvTu3+PYXCGXM/nE/2PvvcPjOsu8/8850/uMZka9F0u2Y8dOL06cQiBAEiAQEgKk8MLSWSC7QAiEJVkgkF0ILbQssNSEErIsSw2BBUK6Y8e2LEuyepdGmt5O+/1xpBmNNDMayWavfa/f+70uX5Y9o/Oc8pznucv3/t4f+j3hcJrdu2u46KIW0uk0VS6J/hMpfvHoKH/8awizSeQnD5yJ2Sxitxv47Md3cM8XBzk2EOftHzzMJ27vobOt8FqdVpF4NFJyDqxWugI488x63vCGXezeXUM8FsVpEegbiPOuDx9h9w4Xn//nja9JEAQcJpV4PF5R7RNAKpngpZf6ELFxzl4vdTWnjm3gsFuZiy6it6Bcj2w2i5KJluzFtNW+RA8+Msm2dgMe50KB6MNaSJnSfd1OpvGryWREWpPNcDrNPPLI9TzzzBR//vMoTzwxwfjoHAtTAv/1aJSP3dbFJRfmA5Grxzf3fbui8a1WCwYlUvLd6+kJ0NMT4PjhAyhqcbrWSUt2KxoGY+msoNlsZqmEoX+yY2ckBYut9JqjZ7BKfqyPsZzF0ZirWNwDwGg0ICcqo+X7/X7mp2p58JEBfvXYPM8fifLdL+3JZY1T6SSiTUWTIJORYNVSEYvLjE+lmJlN0th1TsXru8ViISJX5mCpKGWV7AAO9UZJJBX6h+O8xL4xxVUURdz+BiLRKfxVxdcmDd3xFxA2zCKFEzLVjettLovFyD33vAi/34ZlmdrjdrsZlQxlVR5huZ5dXN/2Zi1UVSWWNdCySWfH468lMjld1MHSNDVHESxGj0wm04hW9/8YG6xSBysB9P4tT+T/QUcqlWJpcoCdrV5m50McHx3jwr27qfOYmBg5UbHRs1XMTZygsarQ0aj22ZiZGP6bOFjhcJjRY8/QGjDjcRdf5MxmE90tfgaGnyebSZfMpqmqxuDgIvF4FrnCpniwUr+wgLNm/UJT5XUyMDlEfUPjKcukKIrCieO9GBPjnNZRza7O/HGT8QUuu9DJTa/sZGePKzfm+NQM/UdkunbuOWXKcrFYjMjUcXa2rc+MmkxGapwao4PH2bZzd8lj7N1bV+DIxmIZHnroKG984+7cwrwWqqoyO9ZPZzBPwZEkmXgiidvlyC3eNVU2psdO4PNVFl3cCIuLi7hN2eIORgkaaNBtYm5qHNcpkI0Pz43TGVy/iaqqilKkqNxrE1laDJ0SB2tpaYnM4jAd7Rtn46oDPkJDo4RCdfj9xel1mYyM2bxcI2o28OY372ViIsoZZ9QRjWb4yU8O8suHhwkt5Te5HduchCMS1UHdYd+7y8PX7t3NR+7p4+hx3Qn6yHu72Hdufp1xOuyMh+egQsGT9nZfrldR3wvP0uCyMTSaxu8z0b6qF9T8QpS/+8AhdvcE+PgH8lnCxaUsHrcJt91ANLxYkYOlaRpyNoPdaKyo19VmFOVArwVVUqUrzFOpFHZT6bVpK3SxI8eifO07Y5hNcNfHnXR0Fz+2qqqochajsbiRdDJUNZPJiJQtUmdjMbJvXzP79jUTiyX41U9/xcwkPPncEmfvyT+v+781wlkX76CnR8XxH5sb32MViISXyr57ZqudRGKR+781xZ7TPLz4kvz+cbJiDxlZw1OmLsVmszFVYkqc7NgpCTxlArmyLFMpG1xAK+rElYJBFJGlyuvNm9q7SYdneNkCvPqqugJKbjKbxWgyoKGRlQpvlstp5Ov37uDRp0NsP60H0N/jL37xaS69tDVHw18Li8VCpsLLyUoSsqqWbYvwiitraai14nansdorW+e9gRoWT4zgL2GO6U6dnsVRStDkQH+OSdVUUsipvr7QHhNFEaevnnBktqRzB6BqGqIgom4glBKJxnH4ajdtz3i8XmZPFP9MrxUVAa0oRTASi+MJlFjM/gaolCD+LeDGv+WJ/D/oL/hI/1EafEaMRiPJdIaYlESSZIIBL3J4lPm5ub/JuHNzCX73u16mh6dwu5xomsZSWOGbP5ygt18iPD1JOHxqVfpnpqcYO/pXumrtGxYom0xGuluDZOf6GOg9XFQFSxQF7r77Mj7/+Ss5++zKeb1TYyPUeExFDWybzYpdSLIwX7yD+mYhyzIDvS9gSU3Q1lS9bkwBcDpETtteWDfWVB/EwyJ9Lzx7SkQIJEli+NjztNY4SkajaoJVaLFxpqcmKz7uffc9yfe/f5jPfe7Jkt+ZnZnGQbygI/vCYpg/9x4iHMn3f/J6XJCcZXFxc/UwpTA/OUzAW1yco9RWUOVzE1uYQJIqlFAqgVgshkGOF1U/0qBotK/K62RxeqSiQuVykCSJseMHaa31VBQkEASB1jovEwOHis61xx8f46abHuHRR4dy//fyl2/jrW89i2g0w2te8yO+8fXnmZnL4vOauPHaer735T189uM7c87VCrweE5/9+E5efEmQTEblzs8cZ2IqlfvcYbeRji1tWmxEkiTS0QWcDjsXnefnxw+cyVvfmKe7PntokcHROKOThRmSd334CC+54SniCSOR+SkAjh6d46mnJgiH10fW+/tDvO99vyEaV1E2UM1SBSMpcw1xWzsJWztxWzspc01ZwQEAWVHKZjNWFGeLIUcX6/9+SbqYLDrR1ogatDbbedXLanndqxowm0rPfVmWMZ7isVcgCAKCppZ99slknPN2O3nPm9v4/v17cSzTMlVV449PLNLZXYt5YPPje9x2oqHijt8KbC4vf356kV89Ns8XHhgmnsjvSScr9pCShLLKalarFVkwF90HT2ZsTdNIbjC2qqoVO1ibhcFgQN1A4VJRVH70o6Ok0zIOhwNfYzc3vMpDe0uhg5KVdGVcg8FAukg920woyrn7z8rVGT/55AQ/+1kfd975RzIlvCiLxUJWFStak1PZDAoq2ez690da1VPqrD1eMBgq7nfn8XiIL2eSikFVNRB1h0hRS9/LcCSO29+wYX27LKt8+9sHuffev1JVU89SvLz9oS6LXCgb3KPFaJqqmsrttBVYrVZEq5tkMr8ex+IyX/n3EZ58dtk5F4SiDl4kqeLx/W2YWMVQqes4CrxOEITfAb8GltZ+QdO0b57KE/v/I8ZHhzFn5gjU6tGTjCyhahqKoi43n/RxfPAQDueFFctaFsMzz0xy4sQSIyNhRkfDjI5GSCYlErEIN7+mlssv0BfawWGJX/5yhp/+1zyKouD0TnH+hdvZtauGnTuDdHRUbajOVwyapjE6NEhq7jjbW4JlKUurYTAY6GiuZnJmmr4XEnTtPAOLxUIslsHpNC+LYQglo0/FEI1GSYVGaC/DA64Puhkc7sVXVXVS2SNZluk/ehC3FqKxsQTlRiit31Rf68cwv8jxF56he/fZW+4TpaoqJ/qOELSmcbtKCwAIgkB7Y4C+4Rew2R0VRfNvuOE0pqZi3Hxz8ehpMplkbuQo25sKFzlVVZFUeZ2j0VzjYbD/EM4zLjypvliJRAI1GcJdt/6+a5qW+7MWBoMBn1UhtLBAbV3llNO1mJ+eIFBEGh30DUkr4uLZbFbM6hyRSKRiqtpaaJrGcP8xqu0SDkflkvN2u5UaR4Lh/l627Ty9wDGLx7PMzSV47LFhzj67geeem+Lyy/X6htpaJ83NHpSMzOuvaeaSC6o3FHowm0U+9O4OWhp13n9jfT56vpqutxn5+EgkUtCjSBAErNa8J9DdaeEd77BwZluelqmqGpqm37PmBhfHxxZIJpP89KfH+MMfRrj99n28+MUdAPT2zvPTn/by+98PIwgCv/mtjWsvKR2xPRmqXDKVxlbm+esiPCU+2yJdzOkw8p43t6GqKgeH1m33OSiKQilRyJOlqgEYDUJZSlJ8aQGfXV8XVs9RURT417t2YzIbtzS+w24jNRMqm31wOp3s3Oni1hssnL3Hs67mbqtiD7IsI2EuS2MSBAGHJ0A8sVSUKrXVsZPJNCabu+w+p6rqupYmpwqiKGwoLX7ffU/yi18MMDS0xIc+tI+GphaOzo4SXCPbLisKBlFEEQWkNc5ILJ4gKbhpq8nXde/eXcNNN+0mELDn2BeqqjE9HaOhQV87BUHAbHWSTmdKSoWD/k5mJAmzxYgky1jJn9evfj/HQ/8xxSdu76ahTl/rUpJWcfmHwWDA6asnEp2jyrd+TVQUBYTlfmaqWlKkK5zIUtWxsa00N5fgwQePkMkoXHttD3HZpNfplbDbZEXBZDCTUcoHZmKSkdYt7mueQAORyPFckPbgkQgPPTKFTJqXv1orKnIhyzJpzfw3aX1SCpVai19Z/rsFuLzI5xpQkYMlCMKVwOcBA/CApmn3rPn8FuBeYCVs/iVN0x6o8Dz/r8XC/DyxqT56WvN0LUmSUDUlFxm1Wi00+zOc6H2e7XvOLbkIKorK9HQ850BNTsb4x3+8IPeSfe1rz3HiROGmaTZJdPZYaW3UJ5+mQW2NyHVXVzM0luXYQJylhSS//K9eHntsBKNR5Je/vBFxudnh0aNz1Ne78PnKLxKqqnLieC9ibIzu1ppNqwMKgkBjXQBrKMzxg0/S0LmHD37wv2lsdHP77ftK0tKKQVEUxgaO0FztKHsedrsVnznG+MgQbZ1b612lqioDvYfwaCEa6jYQKymTZagJViHML9F/5Dl6dp+9JYdv5EQ/lsw0dU0bL64mk5GOejcDx57BtPuCDelqXV1+7r//5QUL+q9/PciFFzZhtYqc6H2epipj0UaNxUpyHQ4bNY4kJ/oO033a3i1Lqy7MzZRUWVNVFQWlpOpQwOdieGpoyw5WNpslNj9GS5tOXVtcyvLcCxFedHFAd+yA7/94gWwmRU+nk+5OBz2dTqp8Zqq9FmYnRvB692xp7OmpSYiPU7tBA81iqK32ExuZ5IWDNlTcOSroFVe0MzISZno6znXX/RhZVunuDtDYqGddP/vZyxk98id2dZSu21kLQRC48drCaObgcIJAlRm3XSQaXtyUg7U0N0XAXdoAMhqhpkakq32VApko8MOvnkE2q2IyifjsOkWzs7OKSCRdoGR34MAU99//LE6niZe/fBvvfOd5PPPHR7n97ufY3uXkn/4xT0OZnc/grKvZMlUunFBpaC1dh2g0GilVT75Zulg6rWCxiLn3V1FUjGUU5coZ2ydLVQMQyxSrA6TiYRqCxZ9zY62J+BbHF0URi0ElnU6XDGY6HA4ymoXXvaqqwNhcMWhXiz1kVynaGdVEWbGHSDSOq6puw2yzu6qG6FTxWpSCsbtvQdhhRFUkzFqy7NjReAK3vzyFStNK5RyLIxqLY7VYSqz5hdhIfh7g1a/ewYEDM7lWJ0ajkZqW7UyOP0/HqnVOVVUQ9BYca2uRJubiNPacX7CfOBxmbr11b8H3Hn10iE9/+nHe8IZduc9sTi+p9GxZB0uWFTQRRKNQIOuuqho/+9UMoxMpDh+L0VBnQ5ZlNNFSUUPtFfiq61gaGqeqyLIgKwq5l1LUAxRr7QRFUYhLRtoqWFPr613cdtv5BAJ2Ojv9jAgtLIaHqQkWD85KiozdZCcul5aTX1yK4qlu3nJNucPl5Zmnk9QtP+5951bxypdW464Gk0lAWL7u1YjGEhW9V6cSlVpnp0S6TBAEA/Bl4Ap06fdnBEH4uaZpa+u7HtI07V2nYszNQlXLUxJAX3xPpdhAIpFgcuB5uhu8BcfNyhKCUUSW8+fj87pJphYYOt5L145duckyMBDihz88wuhomLGx6LoapDe9aW9OWe/SS1s5/fQaWlu9tLR4MRliiLHjbGvNK7apqkp1Lbzqsjo8bieKojE4HOd3f5lgKuzDYnVgMuUlxT/4wUdJJCTq6pzs2BFk584gO3boWa6VCLamaQz192FMjNHavJ4etxkE/F4Mhih/evRxJiejZDIK2ayyKQdrfGQIFxE87o0NwYZaP8eGB1msCmypFm3kRD+27CwNFTg1G1WHVgd9yDMhTvQdZdvO3Zu6jxNjo0ihE2xrrdzgttuttPglThx9ju7Tz92QyrD6fB5/fIxPf/px6uudfPD9TQTNCap8m5PNrq32k5mYY7DvKJ09OzftZCmKwtLMMDubikfLVFUr+947HDbE2Tmi0eiWGg9PTYyzNJviO8+kePLAEv0n9I2nrdlOa5MFTdM43JckEpZ4+vk8Dbc6YGZbh4O2tnkaWjs33RgxEomwMPIC21sCW37XDIKDd7ztl/iCQe6//yr+/Ocx/uu/Bpie1vujCAJccEFjwXqTSsbwWDcer1wt0tx8hg/cfQyzSeTO97eiZqZoaqlsG5JlmcTSNB3tpd9TVRMxW+xF6WErkvE+j5Oh2TFuvPFCbrwxT7VSFJXHHx/H77fR0uLh7rsvxWazEJe8TE4PUOUtdEj+4ePH+PxXt2Pv//amVd0SiRSy0VU26mqxWEiVEDzYqPnqWrrY574+zMRUig+8s4OWJjvpTAaLvfycLzW1Njt2KZQzuPV+TMXXk5Md32LUgyOlHCxBEPAE6glHJggGdEv3aF+Mzz8wzCdv7yHgN+fEHuanZumdGueC7u3YXOWDVOF4Fm8FtZIer5f+ExrNJT5fGfvw0WOIPjOJ2Rj795YP1IQTKo1tm1ufy0GWZZ4+1ktnXROtTVsLUGmaxvHjIXp69MBka6uX73znlQVtQXTZdifJZDqX1dDFHvK2xwrCkRjYqysST5qe1inrq+uR7G4fqbnxsr8ny7LeCUEUCuw3URS4766d/PGvC1x5mW53JFNp7K7NCTl5PB7Gs8XlyrOShLCcVhZEvb55rYMVjsRw+RsqtmOvuKIj97O/upbxI4MUKVnXmSiKgslkREEtmX0OxWQamrc2HyKRNO9856NMjE5x9q5qqnxWBEHgbTc18ZdevZxAFMV1WctIPIOntfKg36nAhtaoIAgmYA/wgqZpwyc53jnAoKZpQ8vHfhBdofB/hYDG0tISY8cPglK+yFJFpK79NGpqT94blmWZoWMHaQmY1/UXyMi6yloqJTEUTTAynmJ0PMXweJIjfQPsu2ye99+mJxSzWYU//GEk97vV1Q5aWz20tHhpbfViXdVx/vWvz4sWzM5MszB0nK41RpiiqMiqkjM6DQaB7k4X7S1dHB8NUdOVL/qPxbJs2+bn2LEFpqfjTE/H+f3v9alisRi4446LuOiiFmZnppEWh+horz0lUQSf1835OxUcf9/Cth27yvaPWIvQwgKJ2X62t1X2womiSFudh4H+57HvuXBTKjThcJjU/BDb2yqQI9U2llYFnS7YPzLJwnwdwTIKX6uxMD9PZOIo3VswuL0eF9nsEoPHDtGz68yKF+a2Nh9dXT62dwn4DUvU1RTP3unnU/qcmhuCjEyMc+K4QEf3jk05WaGFBdzG0oqFqqouFyOXvvPVHjNzU+O43RtL6a4gFstw331P8NjvXkCTBQQBZFnDbjey9zQ3iqLxifsGefSvUV59VYC9Pa30DcY58EKE3oE4UzNp5hayVHl8TI8N07VjF0NDSzz00BG6uwNs3x6go6Mq1zttNbLZLCPHDtBR5ypLwd1IcKGt2cnp291IQpZbb30EVdWfUXW1g5e/vIuXvrSTYLDQYAzPT1HrKp3JrkS222gUqA1aODYQ5x8+PsCN1wfo2JmqiEaztLSEx1KiT8ry2FWd7ezfdhGaqpBSi0uG2+1WhJm5dWpy99//DH19IdrbfXzlKy/PrTvnX3Qa//ThBZqr8468omh4fdYtU9VmQjFqms8o+77abDYkzCVpO5XSxWJxmecOhYnG5ZyTGYuncPpLO7Z6xqHkxyfVEwn0tbDUtWs6n7PsvTmZ8UWBDYOtvmAts33DBAP6+fzbD8cYGErwk19M87ab8zV/siyTzsQ3VJVTFIWYZKiIOmW1WjHYfcQTSZyOQifwwUcmefzpJd52UwuJdAKf0cTsQooDLyyxd5e36D3LZiWygnXDQI4gVC4srygqGUUiW4Yuthpr6WyapvHP//wn/vCHET7zmSs46yxdRXhtz0VRFKlt6WZ67AAdzfreLCCgLk/O1cecDiWp214ZI+Dmm/fwohe1F6iV/vkvcwwdnufdt/pyNX9rISsKggiCQUCS5YLrstsNvOxFeQc6mUpj97RWdD4rMBqNOHw1RGPrKaKpbBbjcmGkIOrjr101K3Xii2FxUeGZowqttemCOmrQ55C44twZ9H/bbIX7UyqVRjY6t0zV83isNDa6yaRjjIxHqPLp56Aoy+Ie6I6spBSupdEMNGwhQHoy2NDB0jRNEgThR8CVwMk6WA3Aatd/Aji3yPdeLQjCxUA/8D5N08qHC04SiqIwPjJEfKafzjrPhrUK2azE8OjzRELztHb1VFycuAJN04jHs0SjGXoP95FemGHO6iQaixOLK1z/ijosFgOSrPDd76cY6+9dlz7WNI1jh04Qi+kSo21tPj70oQtpafHS3OzBvrapUxHMz80xd+IA3c3+9SlkVUFSleVJm4fJZKSryUf/wHOI4tn4AwHcbguf/exLUBSVkZEwR4/Oc/ToHL29C0xMRKmtdaIoCjMjx3j8Tynuuvd5dna72LHNyc5uFx2t9k035FxpXlod9NEUn8Xp3Jxq4ET/83Q3+IoaYU8cPEyt309bU6EkvN1upcGd5kTfC2zffVbFRv7M2AkaAvaKvq9qWm5T2AiN1R5OjPZX5GAlEgkm+w/Q3ejdch1ZddBHenKekcHjdFSoqldTY+fdb6vDK+SpkYPDCXweE/6qVZF+QcRicZRsgCoIAq2N1YxMjDHUL9LRvb0iJ1HTNGbHBmj3l17MZUVDNFtKCl2ALnYxNTxOKtVe1MjXNF3BcmQkzBVXdBCPZ1laSvGn/x4kk1JobnDQ2x/HYhb51Q/OwOnU30+DwYDZ4qCu1sz+C/zsv8DPz345zfETcfad6+eic6toa7azODnKPT9fJBqVeeKJCX77W11gwmgUaW/35qSjr7iiA6NRZGSgjxqHhLPEWlbKyRk9Nsq/fW+It93cwlMHwrz2mjo+d9cuwtEI//LNMFaHn6uv7uass+qL1l/KskwqOo8rUDx7VGktUpXPzOfu2sG99w/x+z8v8JVvTJJQn+Pv3nrhhs99cWacGvf6Z7QVyW6fXWQptJBzsJ59doqHH+7DaBT553++LFebAeDzeWjZ1o5Xy1P9DAaBL9y9vSKq2uxsgiqPMdeUOZ5IksRFW7B8YEYQBDzBRsKR8VwmZTWKUdVURcIox7GpS7lrdjmNfOeLezl6PJaTmV9KqrR2ls4EiqKIUma5OpmeSACqRslgjt7vRihbJ7Uyfkx1k+m+GXGHCU2RMWnlaXqgK7BtFEjyeDyMYiWTyWKxmPmnf9jGz345wxte01jwPVlVULXydEfQqVPuQNOGMtgr74CvuomP3vUrZuc1HvjX07Hb9d8bn0xzpC/GsaIeWm4AACAASURBVIEo7hoZg0Hkr09l+fKzvbzhNY285Q3r+xuGliL4ars2fL9EUaRMLKoAiqKiahqSXJmDpaparuwA9Gfc1OTBZjOVFJ5YQSAYZHo4/yz069DrKldid7F4AtVatama1tXveDar8MMf9jExOs9F59Ry4Tkl1jlVA1FAFHQH5xP3DdJUb+Wm165XI46nVfyNmzf8PYE6wuNT6xysdDaD0by8xxsoyKDp56YSy4qblkcHmJqK8Za3/CdSNsP2RoVz9hbO80xWynkVolEkncmuo1KGlmJU1e2sOMh7+PAs3/72QW6//aIcC+uOOy4mmVxCmj6Y+56iKjnzwSCKBQIwyWQao81zUnXcW0GlltYQ8D+VW/tP4IeapmUEQXgr8O/AZWu/JAjC3wF/B9DcXCpJvjFisRgjx1/AI0bZ0V5dkRFsNpvY1lrD1Mwsfc8v0Nh5Ov5AgGefnSIUShKNZojFsst/Z4hGM+zf38pVV+n1O089Ncntt/8eWZbJJCI4bCZWR+9ffEmA2moDiipjteqKNY31Vlqb7LQ02mhtstHSaMPtUhgdOMLOvedht5t4yUs6K77u0MICMwPPsa2pqig3WpJkPYNVpODUYjHT1eih//gziIbzcql2g0Gko6OKjo4qrrlG53FHo7oARTi8hNOYZWQszcxchpm5DL//88Ly/RTp7nCw/3w/r75q47TxkWNRPvqZ49z+7k7OOcNH0GtlaW66IuqeoigM9R2i2W8s2ZE8nkkSTRb/LOD3Eh+fZXRogLbOjeU+FUUhFZ3HU11Zk2hVBNFsRtO7WJT9rt1uRZDnSafTZTNqiqIw3HeIlqClbBf2SuSjm+oD9A0PMz8XqMixGxk8jltboKlB/248IfORe46TSivcd9dOWlrdZEx+nC3t7G87v2xGYcXJGhwdZmLMTlMF0t2hUAirFsPhWH+uK06GanVy3r5dZZuviqJItUtkZnIs99wTiSxPPjnBb35zgiNH5kilZIxGEb/fzm23/ZaODi9vfK2PfXs6aWt28sZ3HSQSlYjGFewuGxmTn/fc3sHfiwZURSal6WM7HUZO63Fx9h4vL7lUP+8nn43ys4eP0NlVy3vfey59fQv09YX47W9P0Ns7x9Gj83i9Vq68spPe3nEWhk5wYMpATWCBni4ntdWWPP23jJPjbGznT08f5D9/+zR1NVaa6q1cdJ6fmmAV/+e6LIHOXQTKGPzRaBSnubTBuxnZbovFwB3v7aSl0cY3vjfCN795kEhU4P3vP79kQEaSJFKROTyd69+3rUiG+zxOBmfHcw23zzyzjje9aQ+1tU52714fAW5s66T/wCQ+b56WUylV7TNfGmRwOMEnP9zDaT0uxmdjNHSfV9Ge5K+uY+LoEMESy8wKXazv+CCyUyC2GGFvUycOb6FhZ7cbOHuvbnzG4gmw+srWXZpMJqQNBB632hNJ0zRkVSgbELLYXWSKGHFrx4/P9DEQmcTj85GeT3D+aRtnojOyUBEduqqujdDSceprA7hdJm6+Pi/Vr4vnsKxoVlxIZzVCMYm67fnAniyrubk+N5fgox99DICvfe1qQHcqRqeyLC0qjIwn2dGtG9uvfGkNl+3z01Rv5IVxvZzd5RZxuwxcdG6eAjgzl0YUBKqDFkJxlbYKRA8MBkPJmr+1kBUZVVPJbKAMuAJFUTCYTKTTco51c/PNp3PllZ3U1pbPrImiiL++nfnQMRrrg/p6p2kFVMH5pQTVLVtv3m42G7j77sv43rd/z97T8kGc/hNx2lvsBeUQAAgC/UMpHvvLAlaLyIsvCa7rkZfICjRvoRWHx+NhemD9/2ekLMZlR1sTQVpz7+OJJDZ3cEuB1vp6Fxdf3IIoaqim2LqMYyqdRljpQm0USKUzrA75aJrGYlKly1+ZPQTw8MPHOHBghgcfPMK73nUOAF6vFYvFy4mR/PcURdWVHQCD0UBmVWuLWCKBq6py+/hUodI7/BngDkEQHtM07WT0qicp7JbYSF7MAgBN01bn7B9YHnsdNE37OvB1gLPOOmtLOsbTU5PMD79Aa40dt6u4sfj84QiP/WWBaEwmlpD1v+P6H0EQ+MkDuxnuf4pouIv77jvC5GSs6HGam/PRArfbgtNpQpHSdDY4CVTZcDmNuF1GXE4j1uUIpqKoXHutk23/p45t7cXlLGOjs8zNzlJTW1v086K/E4sxcfxZuhs9WCzFPXpJUTAYxHXRjxVYrRY6V4kflKIVuN36BpVOpbCbBT790e2MjCfpPR7n6PEYR4/HGJ9Kc/hYjOaG/II1OJzgk58fxOM24nWb8LiNeFz634/+aZ7QosRTB8Kcc4YPi9lMOry+X0oxjA4N4BEiRRsagx4xNVlsJTMpoNPV+oYHWfBUlTU2Id+UcaNozYqx33NmO6LBSLwIbaoYTCJFpXpXY3pyAicRvJ7SjUg3omytIKdmOXQYr+/isoW54XCYTGiE9vb8uLKs0VRvJZaQqa93EDPUI6IVZBSyXa8nodUx+Hwvfo9AdcCC22XUZZsFgfamIEeHj+EPVpdV09Q0jemR47QFivSeWu1k9FWm6qaqdv7wm4NMTBt5+OEBDh+eY2YmzuRkDL/fxt69dZx3XgNVVTbMZgOKnOLyc3w0LNNLvvLpXTgdBjTRtCqTsn7syy+BK/YXzquOVj83vCJKU3cnr3hFD694hb4+XH75d0gmJd7+9rNQFH2z++qX/8yBZ+ZIpjQ87pVMmYDNKnL2Hi+3vOVcfIHijoZ69e947/vO5YGvPMnF5/upWSWr3ljjZmRsoOycj4UXcduKbys52e5j36q4FkkQBN54XSON9Rbu+HQfv/71IFde2VnUuQF9znms62ljWxkbdCVHUZ4jmUxit9v183lj8UyU/n0bvoZtTM3209yQv08bUdWE2ByZjIosa3S0OFgIhRFd9aRSxgIjuxTcbjfY/ESi8ZItLzRNYym2RJXPh2DSiCeT+LxuQotZnnh2iZe9qLogKzmzEKem45yy4xoMBkSjpayq2Ao22xMpm5UwWexl106nt5pofKisgwUQScQxmQ0YDArxZLxs1mtl7I2U/FYQqK5hYKKXujXGpiSpfOoLgzjsBq58kU7XKkVDliSVeCKFZHDhdrt54olx/uVfnuCss+q4/faLAPB4LAwMLCIIApKkYDIZMJvNvOXv9lBnW6K7M//cu9r1n6OxeK4e55LLbLzrhg5qqvPf+9aDEzz6p3ne+aYGevY2VNRzz2g0UmmbSUVRMZjEittcpDMSD/44xNjUL/jKV16Ozaa3T9nIuVpBoLqG/oljNGhaQXGgIAjIskw0a6TlJPt5nnZaNW9/x9nEE8PY7TaiMYn33dmLx23kq5/ZhdtlKnCkO9usfOqOHhRFW+dcpdMZRLNzS5kVi8WC0eYpqDsDSGezOAz6czQYDOt6gEWiSdy1XZsebwW3374Pg0Gk74XniMXjuF35ZxNOJDBbTMvnZyaSjFNPfh2MJ5IYHf6yVO/JyShGo0hNjX7cN71pL83NHq6/vrAHrM1mQxGtubVHlpVcnkIUxQJxkXhKwVe/NcXCk0GlDtZlQBUwLAjCk8A0haUimqZpN1dwnGeALkEQ2tAdqxtY019LEIQ6TdOml/95DXCswnPcFPIy4YGyG8P4VIpf/K547ymDQcBsttDTVs3o5CAdrQI7drThdltxuy24XOZlZ8pM46oU8I4dQb71rRezNPQMXS2lswAaGk6XAVOZJpIN1R76R44RrK4s+yZJEsO9B2ivtZfNZsiqgsFoQC4TqrLbrbQGZYZ6n2fHGedvGBFZkVFvb3HQ3uLgqhfrRlIsLtPbH8PnyRvroaUsw2PJEkfSeNvNzVz/Ct3p/PSXhnnsyQiNzVN4PBY8HiterxWPx0JXlz8nrTw/v8DQ4V7O2FG7TEXI39fVTsaZF2zbMJvR3qBL5rvcF5WNcppMJmRNLLuhrzb2Lccroy6tICNrZZ0cSZJYmDjOzuaTo2ythtVqwW+NMTM1UVZ4YHFumhqfpcDoUBSNSy/08/jTizx6QGTfhVpRQ1+7+lFmkh5uv/txACwWkeuuruP/3KgrD5k1lUd+dojTdrVTU+MgELCv4+WHQiGsSgSnY70xvlE2Yyrm4vFHj/Kyy4Mc7ouRzar85eklfvXYNNfdMMDBg7OIosDu3TX4fDauuqqLD3wgT1/7+c9fy7Hn/khNMB9YcTn19yO9hUxKMGDhja+qJSzm3zFRFHj44euZm0vkCsAlScJsyFAdsHHGbjeJpELfYJyBoQST02lGxtO864M+TCUEFyyDP+BlL7uFl56t4PUUvs9Ohx1tZp5MJlNyzidjiwRK1F+djGz3pRcG+ehtKRJiR0nnCiCyMEuVc/25nczYalrmAx/4LXfeeQXV1RsboLps9DiBVYZPMZpeAVXNrHH/p3cxv5DBbNYYmFLo2ruNd7zjt0SjGT73uZfQ0lLeQKhr6WKq74mSDlYqlUERVQwGEavNwkI0SlN9LV/77ii/++8FxqdSvP2WVkA3hNIGT8lG06uhq6pFMZk2NoJXjJ5KWnMkU2lszvKRbl+gmsmjA0UL7lcjmkpgrlqmjRnZMOu1GI7iq2mviMZks9kwu2qIRGMFdK3RiRSPP7OE0SCw53QXokHfB+YXMvi8ppzT/M0fjPGDn03x2mt8XH3jfgRBwO22sLiYKgjYWixG7r//5TQ2unMCUwAXXLyT6WN/xVBEL1+WlXy3UxE08gHTFXl/g0GgrlYk2KCv5XNzCbxea9HaTqgsa7l6fJPZSLZCimAyJdHbFycSEzlyZG5T/SxBr0szO4PE4vGccqCAgKapet+nQOMpEShzeatYCg1QDcyHsgSqzNQEzbhd+l5c0DJAEDn3jOIiFtFYAneZGscNz6Oqllh8sMDBkhQZw/LcEg0imTX3PpZhS/TAFazss77qBkLjB5Akc47uH03EsSyL/FisZpZChQmHpUiCqrrSzt3vfz/Epz71Fy66qJmPfewSAJqaPOvUHVegtypYwOd162yrZZvOaDCQUvL9uuJZaNqkSNSpQKUO1j5AAuaBjuU/q1FRBknTNFkQhHcBv0FP5n1T07SjgiDcBTyradrPgfcIgnANIAOLwC0VnmPFmJ2ZITV3nG0tGzslp+9w8763tuF2GguyTG6nCZttRc5WoK2phltfOQu+Olo7ykcHNE1jZrSf1iKR9c3CZrPiMkSZn5urKIs1MTqE35LGtcHGpWpgt7mQy1amgMftxBefZ3JshJb20ilYk9lMUi4+TVxOY8ECpCGwa2cVD3zudMLhLJGYzFJE0ulVMZlIVOZVL63LbSjhqIQkw+xsgtnZQmnQCy9s4sUv7kBRFI4+d4C7751AFKcQBL3Xi8dtpLnJxbtu24/TJBY4Gdmu15Okjr5nj4IqYzaJmM0idptIV7uTGmec8eFBArUdy862AbPZsKYfi4jDW0MkuojPW5xnvRXqEuhGkMHmLevgLczPU2VVSxo0Wx272u+hd2KIhqaWku+QnE1jshpZCGX5yS+mefr5cM5pNlsM3HZnC5bBUob+97l4/8384N+fJZmUSSQVEkmZb3xvlJqgBYtZ4otfPIjV1s/MTBxN09i1q5raWic1NU727KnlwNOHuGa/i9BiFrvNwPRcmj8+HqKj1ckZl3eUzWbYO2/mo5/p54vfHMZkFGmst3Ld1XXE4hI+e5y7776Y00+vLymssrQYwmdZL4+71UwK6HVgk0PjZLNdmM26sVhVZaOqKu/QyLLMra+rY+eqvm6apvHHx0P8/Lez+KpsGwouiDuMOLxWKOLUGwStbOF/JhnHEijuhJysbHd3uw1ve57z/8ILs6TTMuec05C7znh4ltbm9evqVsdOpxU++7VpeoeyfOlLT3PXXZcW/f3VMBgMNHSextjAU/S05Q2fFarcwMAJkmaF7FKai/fsLvjdYMDC6MQc/qYdZDJCLii1ug5kYiJKfb1rXQ2cz+djxl7N4lKkaH+cZCqNuGw022xWFueX0DSNC87y0dsf55Uvze8fE3Mx6rvOrcjBcHgDxENzBZHsYkgkUjxx9DACAhfs2rVh1imRzOCoKe/guVwuFLOHWDyBy1l83mmaRiyVpMai73mCUShaG7L6+/MxhY6O+qKfF0OwoZWFoacLHKzONgcf/8dt+H0mYtlJEjGBO+4Z5sSIxJc/dVqOzuf1mFBVjYkFBX9Af2+3bfPzgx9cuy5zsxJIWQ232824yU0ikcLhKAxuKIqai+oLaxTtBEHgQ+/u5M031jMZlXPO9L33Ps7AwCJ33XVp0WCG2Wwmq1RWP6OoCqJBRNqgfmoFoqjygQ+eg8PpZ+fOrVWleIP1RGYOoagqgijmJLsr7ftUCVwuF2MZfa50tDr45n2nE4vnr3FhUeK2f1jkgx/20bGt9L2KpWR89VvPqLk8PkLzCitXpdNq88FcgygWUAQVRSGjmU6qj+oKNGx85N4xjEzx9X/ZjdksEk0lCNbo12OxmAhnogXB5XAKtpVRb9y9uwaTyYDNZloXBC8Gh8dPYnYSn1dXT1wZRzSIZJabS2cyWQST43+8/goqdLA0TTslMu3Lx/ol8Ms1/3fnqp9vB24/VeMVGZ+ZkWN01xUXOFiL5iYHTc3uinjjzQ1BDg+dINPYXGD0yrLe7G0l6jQ5Oc9g7xTGtiA9q3yxhx6ZIpGUuem1jRiNIqJoYHTEyPBiDMslaepri28ItQE3J8YHqa6pKbshZjIZorPD7GovvWmtZHLqetqpF41lMzkrqK+p4sjIEHWNzSUnsdVqJZQtf/8KqGp2A9VehfplqtrXv32C8akUd/x9V66QdwV3/H0jYWMrbm8d4XCaSCRDJKL/vbJBzc5MY9NStDTaiayiecbiMq9+3ZnYrWJRJyN+9aPMZ7x8/l8fz/1/Y72V735pLzXBKhaGxrj+758ju+rajEYx52zdeuse9u9vZfLoJIPDCt/58SQmk6A7ayYRu93I225rx7oFCefp+RjVbWeVvafR0Ax1RQr+4eSMfbPZhFXIkkgkCtSANE1jfDzK0lKKYCDI0swMNouJh/5jCgCrRWTvLg/7zg9uaOibdpi48dXNvPIlARIJmcN9MW7/RB+7trt46Yuc7L+klXhco69vgXRapro6wcJCiiNH5kml0vzu1+Oct3MH3/3xIAcOR8hkVUbGkpx7TpDvvOi8DccOBm1oisz2LifnnenjZZdXc81LahmbnMNcZy2rWrk4O0azb73BeTKZFFEU8dlgMRQq2ZPLYrEgYSygbAmCwKX7Aly6L4CGsOXeQLIsk9WMZR16VZFKixKcpGy2QcyLBIRCST760T8Qi2V45zvP5tprt5NKpTALUtFM+lbG1jSNT35+kJHxDFUegfe977yS170Wfr+f+alaQotL+KsKM0/xVAKzw0xMSq/LbCcSKSKynZ0NeqT9m9+8hoWFZC7bIcsq7373r7BYDHz5yy/D7y80lJo6ehg+9Ge8nvUZ82gigWHZwTIYRFRBI5PJcsmFAfZf4M/tHYtLETRbdUXZKwCX28P05MacMVlREKwCqJreq2cDRNMazRuofgmCQF1rN1MDT9FdwsHKZLIIBiHfdNoorqsNWY35hTC2quZNGaE+n48JxUo2KxXUNJ93pj7KM0f199FfZWBuQSMczWcVXnpZNeeeYSFta8jtnyaToUC5rhwEQSDY0MHs+PO0r3GwVE3NRfVFQSjKSElnk/jrexBFkUxGJhrNkE7LBX3fotEMLpd52eEXMZjWX2sxSLKM0WRESklFG95qmsYPfzaFomi88bpGMpJGe0eQQKDyGp21cHs8DI9oSIqMzWBDVVUyaQkJkdZTpCJnMpkwO6tIJtM4HDYMBgHvKgbOf/xary//yY/i7L+z+HqoaRqxjEDLSZyT0+lkLLuKiaPmHWrQnWplFZ8zkUzhcPsrCpxsBJ/PQSJtQM1kmZxJU1dtAAO5dUcQBAQDpNNZ7HYryWQag82To91mMjIPP3yMgYFF7rxzPwDBoIOHHnpNrrRkIzicTmYm9J8zcj5zt7rJcjKVxlFBK56/BbYmJ/Z/MRRFASWD1Vp+Uq8Y+5LoRBANaKqCabn4PhZJ8eAjU9isBm56bT6i+qkvnOCFY4vc/ZndbNumR7++9rVnefDBo7z1rWdyww06h/TAU73865cm2LsrwRc+keeVfvcnEySSCte9shmjrYaz913PuQYjUlZiaW4RVUggajJHjkX5xaNznLvXy6X7AtjtVszKHOFwuGxvh8VQiCo7FVHVKlXZAj1i67UohMNhqksIH9jtdlJy6Ze6HFVNMtXz5MFDTEzEGBpNcNr2wmeXyir466oIBFxFNyVN01iYHOL0HUG+8yX9eamqRiwuE47K+DrbMPcVdzIsg99n/yW38PwTx0kmJLKSStCvv/yCIFDtNmI0yJidNrJZvReXLKvIskoyKaEoKh6Ph1lPIwOHjnGkrzBl7g/YMRg3lnD+wSMz1PoNtDXbaG6wEY3FkKzBDWvA0okINl9xQ+FkjH0Am1kgnU4jihYOHJjm6acnefrpKebmEjQ2uvnWt66md3IYr0XirTc1093h5LQeFyaTWJGhr8gy3csZAIfDSHuznTe/vgmzSaJlezOfuv4sBEHg4otbSKcl9u9vZXExxcJCklQqRtAapLPNzu/+W28+mM7oNUnT0wmkrIypzNiyJHPXP3Ry5m53wcYJ4HHZmVuaK+nkSJJENr6Io3b9sznZLI7HZWN2cbbk2HqhdwdTs320NK5/F0/GyZmeW8JX21mWYiMaTEUbW67gZGSzFVXLrV1VVTZe9aoe/v3fD/GlLz3DyEiY17++E7updBBns2N//btj/PmpRRx2I+99Zz0Wy+ZKfZvauzlx8E94PYW9YNLZDA6THUHUa31WU7Un5qLUd56T+74gCAUy+NPTMWw2I1arsSBzOTERpaHBhdPpxFHdxuz86LqWCOFkHKs9HwBTRUilM1itqwRQVJXJUIa203sqvk6n00lKNev1pmVo4vm6lI2byWazEpJgragmqKqqijlb6cxdJishGPN7j8lsJJ5OFT2WLMtMRxS6z1xL0ikPURSpqmtjPnS8aCP5jCRhMpu46YYqdnQ0Fxi4NpuB6LRMw6rs7GYRCAaZGbGsc3oK7rMgLItt5KEoCqGkwPYd+npisRj56levYmYmngsgaZrGbbf9BkEQ+PjHL6GuzoXN5SWVDm/oYGVlGdGQzyKtnR8DQwke+P4YAJft85OSIFhBK4ZysNvtSFiIp5I4jQ4MqoFoLE51U+eWFXSLwROoJxLqXZc1BHjT6xrBNse2HSZMJcaMJ5JYXOsVnDcDk8mEYLTlnvtaJ1YUC595IpnG7js1+RKLxcjtH74QtzRMe4uDcCRW8J6Bni3OZHUHS29ivS33WSaj8L3vHSaZlLj++p10d+vvTaXOFejPOrkc3JZlGcNq23Z5ziVTGezVm+szdqpQ8ZMVBMEOvAnYj16PtQj8AfiWpmnFV6v/hTAajQgmO6lUuiRFoNDRWF+XkpWHefCRKQJV5gIHa3gsydBYBknKP2Sz2YAoCjm583Q6jZkwe3f56GgtNHyvf0U9FpsZvC3I5OtxTIHTMW17PUnBiz07SW9/nN/8YR6bVeTSffqkNIsGbrn5Z5x9Ticf+cjFuWMmk1JOsj0VC+Ozl568W6WLAThsZuKxMJRwsAwGA0aLIyehutmx//Xe/bzwZN865wogJQllF+V0Oo1BSWK15g1eURTwuE24PDYSYnknw7jDyMf+cXtR59LrcfGpj3Ww+1w9AqNpGoqi5ZytFSWk1q4eZqdmuOcON0ajmaykkc2qKCqoilzW4JayEt95aJRsRje6X3Z5gBdfWUXXnp0sLaU5enSOtjZfUdrQCs++GE7W2D/cG+NnX/4TIyOJguJtj8dCd7cfVRVo37GXE4ef4KorfAW9Wiox9C0k2L4tnwWqDlp42eVuxsMi7d35JtuvfW1eEWylTmV8dIRz22uoCTq492M70DSNcERidj7L7HyG2YkFGrpKj20lweUXFY/gm01GpHip+kBILQu6FIsSnmwWx26zkgotlRwboL6xmWOhGRZCYQL+9XU7FimEbK4ncc2jmAcqc3JCi2HCiosdGzT7tTrcpDMpnCWMhmK1SJXKdqdlIRf9FASBW27ZQ3Ozh3vu+Qu/+MUAfccm+eCbSxvkReugVBmTul6y+xe/neXBR6YwGATu/mA3Hm+GdDq9qayGw+HAVdPB7PwI9bX6XJJlGVlbzi4tK3xZ0dfkpXAUxRYsmzlqavLw/e9fSyiUys2vWCzDm9/8c2prnXz1q1fR2NLOsWfHCVQVCk+kMmmsHv3+hcMyn/x0lJtfOcMt17tyx5qdX8RR3bapptaiKOIJNrIULi4TXwwbSu2Ho3hrOiqKtAuCQHPndk4c/BNu13onL5uVcupioNd/JdPposcanw7hb9q5qT6HKwjW1NI/2Ud9kUxNRpKwuiygyes+SyRSKGb3lpqYr8BgMOCv72BuQVfQW8FqiXK9f1XhuhJajOAKNBUwTwRBKAhUzs8nmZ9PIghCTibb5vIRmZsqWe+3AknRjV5B0OmKa5eFbR1O3n5zCw11VuprrcwNJirqdbcRLA4PqUwWURQxmYwsRqO0uU9dA2UAj9fH+IRKMSKp02Fm92lmRIuwrjZ4BZFoEk/15hz5YrC7q0imQiWd3dVPPJXV8DpOXS3S9h2NTB8bBZbrK9dcqibm6y4jCZnx2TSNzVquzvA97zkHv9/Otm1bezZGoxHBqAtdZGQJ0Zo/gZU5l5ah6hTMqS2dXyVfEgShFvgjsA0YBWaAduDVwLsFQbhE07Tilvf/QtS2dDM2/CzbWotT6jYy9u3BWt7yhmbczsLb98brfLzOcTodHfkI1i237OGWW/bkxllaXGRnu5UrP9HEWrzxukZS5hpkyjs5558Vw24z0NyYnzSRfzLmnwAAIABJREFUmIGpiQjjdYVqem9603+QSsl84xtXo6oyolFkfFL3h+tqLHlZ0ZOgi8FypGQD2ofN6SWZWljnYFUyNj23csm+IGvL/TRNIy0LZRflTCaDxVjcYD1ZJ8NsNiFnl3JUH0EQMBoFjEaxoBeZ2Wxm19nnMH70Cba3OguMgJSWKGtwR2aXuP7qWobHUwyNJrA5ZOo6Tsdut/PUU8Pcddeflscw0NLioa3NS1ubj9ZWL3ajlWy2eGR5M8Z+aDHLs4fCBP0WztitR4kzskB/vx7F3L27mrPPbuDss+vZti1PQTCbnbTtPJcTR5+iLagW1GlsNqMQWgwzGTXSuevsDQ0go8mMvIoaIQgCPq8Zn9dMT5cTVUiSFH1byqRIsozBWJq+I0kSpjJ11CeTxTGZjMhSpijdZgUGg4GunWdw/NDTwHonS9RkjLERpjMmAqv6IhmkGHYtvM7JCS2GmYyZ2LZ74wbTrqoaIgu96xqfrh3flp3lwAtHiGXTXNizA5uzvOOiq7pZ1r3nl13WRl2dk4985A8cPjzPhz+5wL98zF2wNhYbe2xknMHQDGe1dOJe4xSMjif53Nf1PmPvf2sbe3d5mJyeJ5vNFjtkWTQ0t3Ls2VGql7M7sqzkgiCCMV8To2kaU6EUTaeduaFTsdrQBT175XSaCQTsuYCOv3EbBw4f5Jy9DbnjZaQsTqPugD7x1wThsMqBF2LceoP+uSzLzMUFero3H+H2V9cxWUYmfuW89R82Pl4optDSVnm9jMPhwNfYw8T0MVqbCn8vK0mwSgDCZDKSimbWHSMai5MQvOxoXL83VwKr1YrFXUM4Ei6ot1UUBQUVk9lIOrZ+Di0sxQjUV9b4thyCNbX0jfdRX0ZQaa2DNReVaTu9fJub6moHP/rRdYyNRXJlDharg1s/PMg5p4e57W3tJRvuSpKMaBZByAeZf/vHebo7HLQ06XP4umt0FyWRSGFxeDbVRL4UjFYn2WWRA4NBJCVJmG2bl0IvB4fDQUYrrqBpNBrQVA1UIdf0dy0iaa2ihtIbwer0kA5PARtTSlOSRt0pdDacTidJ2YCiKPzmjwv85UiSd7477ywJBiFH1fvkFyYYnZrDYrFx0UV624vNtBYqBavDQzoTR1GUwrmzPOfSElsKmJwKbEam3QdcpGlarhhFEIQLgJ8Cn+ZvIEbxt0KwuproUhujEyPrFuNKHY3XXdtY4GjMzS8RaKmnZ/eeAiNk7WYZW5yltpTKVoVjNzbYaWooPMZpPW4+c2cbjvp8NF+WVeLxLOm0TFWVjXTSSTo+w7/9YIH/fmKRO97byYsu1qNd49NZfB1bp4tlshKWqvKREbu7itTC1Dru+8lQ1TKZLCars4JFufiufrIZhXLHXguv10uydRcnxg8VOPcbZRRaquK86UZ9Exwam0Os6qS6Rp+3TqeZc89tYHg4zNxcgoGBRQYGFgFdHerrX72AaHwIu93Kg49MYjKKtDXbaWu24fWYyhr7sgKP/OgQf/zLLEOjesbmonOrOGO3B1VVaWpxcNddeznnnCYcjtIFpG63m87dF3DiyDM0ynkaT64JqJZvAlrK0J+ZCzGfcbDt9DMrWiydLhfjoxqlNKhWZzNWj722+WoxRKJJXDWlI48bNupcnUnpvgVhh+7gaKkwbkOs7Njackh6ozEsFgvdp5/DwJHnkGZD1K0RC1ClDEODz5KUTiCKJmbHZjirvQdxTR1L7r7vruy++wNB+sc06jaQwdYvRkFD2rD5KsB8KEJV3bai1719e5CvfOXlvOvtP2JuOsrcQqakg7WCWCKGaFRIJJOwZkVqbrTxtptaiMRkXvYi/T0zGkWk7HqjfCOYzWZ89R3Mzg/QUBfQa4+Wb4tGvgnoUjiK0V23pSzG9u1BHnzwNUQiq7Iyood3f3SYM3eG+PI9u3MsipX7d+VL3Vgtac7rymc7ZubD+Oq7Nuz9VAwulwvZ6FonGV0UGzAt44kkWL2byqKBnrntnZ8iGiuUjs5IhXWBBoOBeLYwA62qKqOzCVp27TspAz9Y38LC4EyBgyVJMqJBwGQ0klwzrqIoLKVFdp5EzdEKLBYL/x97bxoc2Xre9/3O0vuC3rEDg8HMAJj9biRFUpRESlS8iJLFSuzYsUgnlcilcqqSKlt2VGbilVFixXbZchw7djlMbH2xLy1TlYpdZUmRxXsvh3dmMAtmxSwY7EDv2+mzn3w4QKMbaAANoPvSdOVfNXXvoHvwnuec9zzvs/6fUHKMQnGzGVSx7b1nLgi0VRqUKzWkULqrMkyvV+JCy8DptTWNbN7kxet6W0/0/sCPbhpIARFBdGdi/Zvf3eZX/+5LJkYD/MNfu9Ycqg1QUxTC8d7MKhJECaPlXNa70JknXkMQ3DLBytqBIJYgCMiiiGnZSOJBB0vTdCwx2NW9Pw7+QJB6tr13dO//260T3RJP9X4fBlEU8YdjrKzV+Me/sUlR0fipn1a5dGlPB9i2TaOh8c47gyjGyYNUx8EXDKNpxZ1s6V5QWxAdLNtCM+mpzCdBtw7WHwD+fKtzBeA4zoeCIPxF4Fd7fmV9hCAInL80y+JjneW1zbZ5Jacx9rO5EltqgJnrbx0b4dWUKv6Bzg/7LI6GLItcnPQjDwfbfvZbv/WfUi5ryLJILJFibeMZA1EPg2lf29yp793O8ZPjR/el7GZy/v7/sYSm2/wXf3yCSFjGcRx+/3YV05/jc5+LNMu0SiWV16+LJBIBJidjBEMhcusOhaKO1ysSCrqMe2fJItWVBsHo0WxPfr+fhtG73oxWqKqGxx/q+lAeGR3jZa3C8tqbZo+M6JhQfEHOCrRlFBy1RFTcM7g3tvLo/iEuTe0Z927WyHUj6nWdpaUSr1+XeP26SKNhMjg8zKt7i2RSNr/x7fU2pqOBqMzURJCrl1f4sZ+aJr3jaJiGwe//3hv+r38yTy7nGgQ+n8jNK1E+8477bPOFMonhCT41212JQygU4uL1T/Ni4Q6WVSKdijVlb2w/50lhhcGhDFtrW9wYmSbc0kuxtpGjRJzZG28dSUnfikgkcuxcINEx8WubfHjnDkPTw2yvbPHO1CXEI9jQDMOkoMrMpQ9vmvV4PGhH7LfWtb9/7x7x8RTFYpFRX5zYxNHRc1038Hi7i8b5fD5mrr/HiycP0Fa2mBzLNI2MXUPfcWwsS8PGbmMYcxyHlfUcNSnF7I0bXd93v99PKDnBdm6VoUxvSnIMwySniMxdPpyyOZMJ8St/fpbSaoF3bx4dFbZtm7JSJ5YJU6iWOb/PDRcEoRlV34UoiNhW9zOcWjE0MsbjtUWGLMuN4u+oCje6697zzaLG6OXzp/r9QHPA9S7W1mrEEgOEw/ZexkwQ2No0GBp2yQqu3/AxFHafq2ma5OoCly+frg9IEATSY9Nk1+8xeYiDtWv4OccM3N3O10hPvH3ia5AkiYmLV1le+IDLoWBTJ+uW2VamJYp7930X61sFIkMXz1SmB24QbcVuJ4AwTBMEkGQRbd9MomKpSiQ13vX7dRwyI+OsPVomtfPqmZaFKOySXIhtcudKCump4wcud8LNmyP8jV99i6ClNXWKolj84i8/4IufS/G1PzqGKAqopoFf9oHkBhN+7EeS/Ob/s8XPfDnT5lwBVBsWydHe9MoIgkBry7fdg6xYJwwkMxRfvm7e71ZIooxmNjoy4ZUrNQbSvemF8nq9FHZUUycnUtyZ6WkYJqLs7UmGsBWhgRT+Wpn/6k8Os1rf4uJFH+vrOv/in5c4P21x+T8SqSsN/uAfnuEX/8wFfL7eUj94/SH0moFl23j3ZbA0zUDy+Houc7foVtIwsH7IZ6s7n/9QQRRFLsxd48UTgTer601j96TG/na2yJYa4NK1d89MA3nWcjU4+IIJgkAs5h540WiUtWCaX/iPvfy3v9h+mI8N+Vh8ssHc5eMzOf/m/81Srph8fWdifS5f4uMFh9vzD4jFwk0Ha2Fhm29843f57GfH+Ot//UuEw2FeqfBf/je3EQSB3/4XLiuXgMOjB+vMzZ08i1RVdCITR0f//H4/eA6PrnbqzbAtA0GvEKJ8ZEahVKkRTZ7MMDp3YYanD2ttPTKG1uD16v29jMLmNpeTE4hpV3OXKzWyaoC5t64eqixCIS9XrmQO0Nv6E+NsbW/w9T86xutlZedPg3LF5N5ChXsLFerKFu99ycfAQJR//k/f8Dv/1uHCVJgvfW6E924OcG0uitfrrmtZFhslnemb504kdyAQ4NL193j+8DZiodRkVysrCpIsYFkajmjTUPcyBRtbecpCkpkrN0/cDDx2fpY3Dz/gcihwaOBD03Qcwca2NWzRQtOMIystltfzpMavHvmuu4QuR88+A3cuke7oCIJBIOAhVyxxgaMdrLrSIDTQfemUx+Nh5upbvHr+lJfLS5wfTzeHMAqtvQEttfK2bfN6JYsdmWDm0tyJ58aMnZvm6d014gOd+y2bEAQ4okdwFysbBVLjV47Vr36/zHs39xzz2/dKfHi7yC99fbJtUG9daeDIDqFQgK3tPKZpYlkCf/MfvOZr/8nYoWytp4XX62Vg8Bz5wjLSTsM/uKVLumFQrdVx/HEGzjCbZj8+/ekxfvM3/zi3/91vN8kn1jYcfv0frfNnf3mQy5cD2I7TjK7nCmViQ1NnOsNS6TQLryVGDyG72GU4E0SBw/wrXTeomF4mT5nRGRgYIJ85z1Z2uZm1dRwboSWOL4piW9a00VDJq16uXD27wSuKIvGhSfLFxSbJiGGYCLLLvmdhY1l7pCf5qs7Q7MlmPR2F3Uzibo+5YbskE+BSVxu62bymqulh6gxDd89dmMBbXWz+/bvfL7C6rnLvUZk/Jbp6TDd0NpckomHXwfL7Jf7er17t2Ctc00XORbpjTjwOpmVCS+bIFDiWWOU0iEajLOtix5JtUQDH7uz0lBWT9NjZs5bg6pe2uWQtYrbKrOu9L5MECIQiKAWLn/zRJA82iwiCwJslnfvzCstLNv/5HxBoaCbRdKLnzhWA1+ejboFp2U3dCoAAmq7j9Z9tsPRZ0K20z4A/CfzrDp/9Z8DTnl3RJwhJkrh4+RqLj2F5bYOJ0fSJSsayuRLbWpCZ6907V/7wAEqj2LEh8azlaoruMHhMGc/kxcss3vsu4VC78fPZ9xLYgoEiigcyOfrFP4HYksn5pa+fQ2lYhIISjYbKesXhx790ldGJMufO7UWPIxEvb701xPS0u8FlWUYOJAiHRLxeuU3x/OvfesTw6OcQT5BFchyHsiow0oVhkh6bZmttnqlDoqutvRlFoUGjVuPGyDRiB1aq1vVPOi8F3H03PXudZ/PfJRxyWbzcgZBCM6MADtpOz4dhmLzJNjh//fOninSOT13g2fwGf+gnk/h8w3vXntN5veI6XP7INvKOk/PWOxJ/4g9d4MJU5wzE6kaegeFLpypv8Pl8XLz6Ds/ufYjPpxAOBanWa/ii7l70er1UGnVGccumcnqI2Rs3TsW0FI1GiY3N8Xr1MdMTmY4HnarpTS0oeSTqDZXDeBm3sgV0/yDnj+nRkCSJUHyQcqV46OwzgHK1irDjtAYCPjY3q8dSHxerGgMn6E0B1+ibnplj6aXMy+UXTE+k0XQdocVvEmUJzdBxHIdXK1nE+HkuXJg5VVmNz+djaOoaS0t3Du1z7RaFYpmGnODc6PGZFVGUmoxZmmbxzb/zgmLJYHm1wf/wZy81Bz0XShVEv9svKXgFypUaf++fbPO7H+R5vazwD/7GtQPXbDs2onz6LEN6aJQ3D16Riko4O76eJEsouo5VrJOe6J61r1sEgz7GL0yTL75hMJ2kmHfweeF//fUsf+WvjeDYTrM/JFe1OD99NkNflmXiQ+fJ5l8eYDCEHWNvx6k+rCx0O1ciOTJ7pmGwY5PneXJnhWTLu7R/C7b2Iq1slRk5/27PGOaS6UFerz9jeOc13dXt4GbPDMNEkiQ0TUd1/GfOmrVCEAQSw5MUco8ZDbiZtF1mNUnam4lULFUYSE+cKbI/EE+yufWM3elpP/VjKYYyPqQdWR3HYWNL52///Qpf+HGZK3/C9QI6ZXSqtTr+SKpnz8CwjKaDZdsWosfjOl09hizL+CNJanXlwBw223Fl3e/Y2bZNTRc53yNnUpbldger1cdo2fimZXVd/XASBAIB8rrDQFhmN/b/6c+EyOdN5i6572C5oRHrUx/UrvyWvY9ARnCdSjn8g+m/gu4drF8D/k9BEAaB3wA2gCHgjwE/iet8/VDCzWRdZfGxxfpmjpGhZFclY8VShY26l5kb75wo6hfPjJJ9udY2kLAVu2vXf/bf4j1BuZqqajQcf9tMok4IBoOMXLjJixcfM3su3XaQ7WZyVqoC8d1Mjm1Szq8yFrabmZwv/7hrgpqmycu1MmMzn+JGh4jjjRtD/M2/2T78eOTcef7WX8tzYbI9y/LnfnEC1VhHtIfaskheRzmUXaxQLBOMj3Z1/9OZDI+WQ8f2CDS0Bo5fxxZstzn6CGxlCwSTk6ca2uf3+xmZvs7Sq4+ZnRpCNwyElkZs2SOh7qy/vJ4nNXn9xD0J7Wvd4NXLj5k5l2mScWTSPjJpH59+O87v3F5vNuoGoyKHVckVimWqQoy5Y9jkjrueydm3WXr0IZfP+6mqDeJp15H1+jxUSwqGYbKc07n41qfPVD4zNjHJYq3C2uYGYx3ok1VNQ/CIO2t7qTRqHX9PuVJjS/Exe/Og8d0JqeEJsovrRzpY2XKJQGhvLwpe19DYPzdpF7puUDU9nDtiFMNhEASBc9MXee3YvFl7hWFpyC2N2R6PTF3TWF7LQvQcU6d0rnYxODREuTDBxtZGk0FvPyzLQpDEtr6QVqiqxkrB4uLNa10ZgpLswzRdkh+fT+Kv/vIMf/F/esqdB2V+6S885H/8lVnGRgJsFvOEYu476wl6+Af/bInf/aBBMCDx3/3XFzrKbZo2suf02Z1wOIztiVAobTadGlmWUBQV1RNm/AyZhKOQGhxh9dErBtPwI++FeecLUQxTIpGQ2d5wM1i1uoIYTPRk+OjgyBjP775gMH0we+vamW5TSKdsQpMy/MrJAlb74fV6SY3NsLH9aKcsVqSVndxxnGbZVLVWx/Amjh13cRKEQiHwRZtnTatuFySaM8AKpQrxoYs97w2KJ5K8WrYZBVTTQAru7TfVdKsDijWTofGhI37L8YhEIry2Pc0MqSAIXL+8p+9s22b+gQEC+LzikQ5OudpgYPDioZ+fFIZlwM4zti0Hr8eLdooeym4QTQ5RyT464GBZtokgCQf0W62uEBxInymI0ApZlrF3Rh/YdnsmTRDA3CkLNU0T2dP7XiSfz4dmuT2G7DhYoijwh38mxtZyDo9HRjW1vhFNyLKMabuMgW2MjYJLcOPtg8zdoqvwheM4/xT408BV4B8B/zfwj4HrwJ92HOc3+naFnwAkSeLC3HUKVoRCsdx0NBxDQZv5GtoX/g767NeR0Qnqa6j1GssFi4vX3j1x81wymUT3JimWKh0/Fx0Tr/KGbG4dffbraF/4O2izX6NeLR46h8pxHN5sFBmeutyVIZLOZIiOXuHlSvbAQWdqDZ4/+S7L67/Dyvrvsrz22zx9/PvYRjutrW3bvFjJkZi8RvIE5RyJRAKFMPV6O7N/KCSTHBAImVtsPvt3PHj0HeY/ep+AvnWozJtFncGxya7WlSSJ0ekrvNksHVkqUFcbeL0eZM/hs1LALS3bqgmMnTs9zWo6k4HQMPlCCdXUDzRiq7pGpVqjIcUYHjlbdDmdyeBPX+TNWvbAZ7puYOE0lZPH66HaOEhDrigqK0Wb6bmbZz4cYrEYwcx51jaymI7VXNvn81BTFda3CiTHZ89s9AmCwPmZy5SdGNlc6cDnFUXB45Wba5frBx0sRVFZyulMX+k+mBKPx9HE6IF9vgvHcchVSm0zVDwBL4VqZ70AsJUrkRq9eOp77zpZl2h4Mmxlc23RYtkjsZnNURMTnL802xOjb+riLDktQKV68J46joNuGMgesVma2Arbtnm1VmTkwo2u94A3EGoLilyZjfC//c/XOT8ZZHVd5Zf+wgLfny9QVusEAq7efvjA5l/8VhZRhL/0Zy8xNdl5Ld3izH0y8cFxtguFZiDD6/WQLRYJxjI9nc/TinA4jE4ATdORJQmvD9LpHTl2IuzFcp145nTMefvh9/sJxscoFA/u4/bm+4M6OF8oE0kfPqz+JBgcHqFkeJsZnNZZQLbtNLMoG7k6w5OdyVPOgvjgBMWyu+8bhr7HJLeTwQIo1m0Sqd4PQA0GgzieMKqqoRt754okSeiGgWVZNBzPscHY4yCKIpHECOVK56CU4zj8+I/5+V/+1hg/9dMhrEMCKQClhkPsFIGjw2DbNqIsudlSx0bqUwYL3EHbVbU9I2vbNqZtI3ukZtZwF9Vag0iit89dkr0uW6VltWVrRVF0Z7/iOvZSH5wNj8eDLchIkugyJ7bAsRxkScJ0xJ68153g7msLZ/8rvJstPkNg7KzoOj/sOM4/BEaAK8CP7vx31HGc/71P1/aJQpZlpuduslK0UFUN0TGxS0vcvfM+8w/+JdWl7xPQt3BMjVcbFSZm3znVvAZBEJiaucZy3kRROs/i0Bp1ll591HRynr/8Nywv3jq0F2h1I4c4MOka7F1ibGISKX6epdXttp83VA3RK7aVqkkeoa0vBuD1ShZf6iIjJ6S0FUWRkfNzrGyXD/2OqjUQBBPdNJrKYT+yuRLe+PiJyiuSqRRybJLN7ULHz23bRtE1PB4Zn89DRek868hxHJbWCwxNXTszO83Y1CU2ivqOAbT3Ou72Z2zkFEamemPwTp6/gOodZHO7PQvaUDWEFvvO7/NSrrUfmoZh8nL99Pu+E4bHJlkraLuBRsDdH5plsF13GDqjU7kLWZa5cPkmGzX5gDFQVer4vLvliR5Us53VTtcNXqyXmZx770QlkYIgMHxuhrVsZ4dJVTUssT3iFgj4KFQ6f1/TdAqah8Hhs0X3RVHk3MXLrBZUWit1REFgrVDn3KXDe/xOCo/Hw/nLb7G03XBnEbVA03SQQPbK1BsH9eDyWpZA5uKJdJovEETT2w2dwbSPX//mVT77XpxqzeTP/eXH3LmvIwgCz56q/LN/WsZ2bH7p6xO899bh5Biq4Zw5AhuNxdmuKHh2ytbc+TxVIvHeG9m7EASBgfQo5UoNURLbHRvH3Q/lHhu3mdEJtssH2cJsx3ZL5fax2YGrU7crJoOjR1OGdwtZlkkMT5PNl/GIctt6tm0jSzKKoqKJEeI9lH0X8USSUmNn9qWm7TnQO72O7iDlQE9Y5DohmhymUq27IyXaSgQNqjWF0ECmJ+95LDVIqXY4M5zXIxCLHR08UBQV0T/Qs3MFdtkMXcfacdwB5fuN/14hFArRsKQD54YoC7AzTLwVNc0hHOldWSiAJHuwLBvTstpKv2VZQt1h7rMsG+kMZc5HwesPuvfc3hc82fm719effQ6ug2VYdpvcsGNLGDqS/EPgYAE4jmM7jvPEcZwPdv57PL/uDxECgQAj0zdY2nCzHLpuYGMBBnXVNbZXN/JER2bOpJSDwSATc+/yYr2Cqh5MW2uaAfJeP47HI1JTOxv765t5qmKK85fmTmSEC4LA1IUZVO8gW9k9h2P/UEYAJKFNSWxs5TGDI5ybPl1KP5VKQWiEbK7zwFTTstzhhC0Dmluh6wYbFYfxqZNTuk5OX2Jb8XTMLCgNFST33vh8Xsr1asffsZUtQHisSZV+FoTDYeRwhmK1iiS3ZrBEqnUFXeqdAeCWw14nqwYplfdkay2TA7dMr9KSwbJtm5erOVJT13tqjAQCAQR/DEVvN7AVVSMQHexpVN/n83H+yjssZbW2d66mqs0MFrglPJrmHkiu3Hky528SO8W8kmQqhelPd8xWq5qO6GlXvz6fmznsFN1f3SySmZjtCdtYMBjEG01TU/begZqi4Al3R9l8EoTDYTJT13m9lm+TS2mo4AF/wEeh3n5/CsUydSnJ5PmTvd+BQIBGh6reQEDir/75Gf7Yz40ADsmMRLVq8et/dxvLdPjCF3x8+ccPf767s/bO6mCFQiHKDQPPznsuCAKqDb4+z2iJxpNUG2Yb0YN7ATvZa9HfU+M2Go3i+OMu3XoLTNNy+0NEoS2jBFCp1rumDO8W6cEh8nUbSRTajF/XwZLIFSukRs/3PHsF7jtmiUG3z8rQmhksQXYDZy6L3Ehf1gYID8SpqSambTdJLtwLEKhUFcKx3hAsxGIxqobUMRDaqsYE4WAv0i6K5RqxHmVQW9fb3e/NZftzqxFFkUAk4eq0HaiajiALSB4JpeW8cRwHxRB7rmdFScay7J3AVfvMN0VTd8oHQepTptzrD6EbJvLOdcDOYGlJwrQsvP6zlx8fBlEU0TSzneACtyqjrqqIPSrFPA26drAEQYgKgvDHBEH4ZUEQ/vt9f77Rz4v8JJHOZBAjY2RzRSqNOrLPg8/rpVKvUasrVOwIo+PdlaUdhXg8ztjsp3i+WqaxL4Kr6TqC3J7NsHAOlNLs0ldfvHzjVGVDoigyPXuNzZrcdDgse68hd++Le45OtVYnq/o5P3PlTIfD5IVZ1sv2gegO7LFNIXSm832znidz7vKpDB6v18vEzE1eb5QPNForiorgcWWSZQnTsZrGdut3tuoyUyd0aI9CcniCQrneznQliJSqNZIj53p6CHs8HqavvM2bnNF0NOoNFallMq4sSxi2iblT2rCynsObnD5zmWInhAZSNPYNcG0YJqGB3vekhMNhRi7c5NVaEcdx95Zu6m1DIgVJaJZ0rG7k8KWmGTpl1kgQBMbPz7KaUw/sNcMwD5Q0iKKILTgHjJVyxS0THRwaPtV1dMJAPEVV2Xv3qorBQKJ3fSitGBoeQYiMtwVyStUask/G7/dRrFaa77muG6zkDaZmuuu7akUwGEQxOpefiaLAL/7CJL/2lya4eMknbM23AAAgAElEQVRPJCLx81+N8/Y7QX7mK8GOZYq7cEcxRM5cFisIArYktzkXuk3PejEOQzgcpqaDvf++OC6jYjh+9kDRfqRHpsgW2rPFu/OoRFFsEvjsIldSSI+e6+k1+P1+vJEMDVVry144DkiCSLEBiWRvRgl0QiQ5RLWm0ND19r47XaOiGETjvXFyOiEUCqHoLoNiGwSoaTahU/bz7ockSYTjncsEXZ3n3ndRFJq9QPtRVGziid4+B0FopwI7ajB7LxCMJtoqklRNA1k40Nerqhre4Nl1yX5IsgfbsVFUtS1YKggCgiy4FRM7Get+wOMLuOV4otB81xzHQcAtAff4ehfA2Q9RFFF116FthdfjodpQf2AU7dClgyUIwueAJVyCi18F/lKHP//BYPz8RTbKJtlSkUDAhz/gpaTUWN4sMzp9uWcvRyKZZPzyZ1hcr7W9nIq+F/HahSDSNHjBNf4qQpJLV7qfDdQJuw7H0mbl0AjTLprDGGe6n4tzGAKBAJlzV1jeOFiu5+C0RaBakS+UMP2DpzZ6wXVuw0OXWFnPtf280qjj8e/JJXrFtqiUbdu83igxfulmT+uJ4/E4iinTyq/q4FDTIBbvvaMRDAYZveg6GrZto5luf0YrRFHANC0KxTI1McG56Us9vw6AQDCIus+21SyhpxH1VqQzGXzJKTa2Cm3sXk3slPBUa3XKVoTJ82drvI5EIoQHp9nYat/nDs6BiBvsRnr3/m7bNivbdcYvXOnpQRGNRlG0PeNL0R2iPS5bacW5i7Ns1cRmwKJQLRMI+JEkEVtymvpvZaNA+tyVU/XeSZKELxQ7tPQaIJmQmxH9n/hihF/6M2nEI4g2AGr1BuH42Z1Py7LwBoPoO86caZoIn0B/gNfrRZCD6Lp+gGWrpmh9CWYkkknKentmQ9FUPB7Zjaq3EA6YpksZnugD0UcsPUK13r4fHMdlaPWGk30dQBqJJak1DLfXsOlgyWi6Tk3n1KRF3cDn82Eg49gHxyCoZm/1azwzTLF6sBLHNK0muYckSQecanADlnijPSFYaYUg7HCk78Cxnb4a2sFwFEXbO8hK9Tpen8ctt2/p61UaKsFI7/f5bgYrV6k0+0t3IXgE6oqK7fQvmOPxBTAtN2MqtDBm2o6FYZrIfWAv3IUgCNQaCtI+Cnh/wEtFqfeFnr9bdLvj/jaug/Ue4HccR9z35weXg+sDAoEAodQkK9vb+P3uYDbFVKk7wZ4fAvF4nInLn2ZxvdrMZJktddO7EESwdqLgaxs5qmKKS1ff6kkZVTwex5eYZDtXdNmV9u/HnRrmze0iwfRUz+a1DA2PoPvSFIrt/VhNJhyBtsi/aZqsFgwmL14+czRq/Nx5Kk60rQG/Uq/jb53bI7f3nq1vFQikp3u+B2RZJhCJUW8p2dJUHckT7vnBs4tUOo0/7Rr+h91LwzBPnU3oFoFAAL0lsGlZJpYg941xCGDi/EWyDQml0Wjr/wJAFDAti5WtGuMXr/bkQBqbnCKnetpKE0VBdHl898HtF9h7HlvZAoHUuZ7OSAIIB8LoloNj2+A46IZNMNC/Mg6v10tmco71bZdopNKo4/O775roEVA1jVpdQREHzhQ8iSSGqNbrh35uOXabwenu/aMH31YbBpHY2SPsjuMge3zNgc6mYeLx+T4RAyAQiVFTGu3vsQB1zeqLjpFlmUhyrK0UuaYqeL0ePF6ZWkt/a6FYYSA93hcdEx0YoKZ1mJ9YaxBN9i4j3AmhUIiyYmELe9kTSRKpKQqCHOxb0z+4+3q3bKsVtmXhiN6eDTYGd/ZYVZcOZOm1lqyCy1J6sCy/VKkRy5xuuPVxcDMogjsZ4JDRNr2C3+9HbZlsXFPqzb3eMLRmoEHVDPyh3geyRFHGMAzy1dIBlmRv0Eu2XNyhje/POS57vGiaiWGZzWCCKIqYjo2qGsje/gUyBEEgXykR2ie3KIrYHmg0Dicr6ze6vdtzwF90HOeO4ziHdzT+B4RQNE7VsJuKsarpBAb604wci8UYn/sUL9YqGIaJZdsI+18Ewa0j384Wz1QWeBjGzk2zWd6xdA84WG4/WLYuMDZ5sqG6R0EQBCYvXGY1r7VFOg1rx8EU9pxKgNXNAsnxuZ4YBJIkMXnpGsvbSvNgqKuNtnIxj3ePSVBR3GGUE6fo++oGsbhbTrKLWr1OtE8lW7sYPzdNTvWAtUcdvAvbdtjKV0hNXu6bkwduyaIg+TB2SkU1zcDrC/c12ujxeEiPz7C+VTxYly+6Bp8YGTpV39Vh6w2du8zK5h6LoSxLsK96x7ZtJMTme63rBtt18VS9hsdB9siIgoRl21i2hYOIr4+HIMDg0DAV00+9rmA6ewQfgiygGyYb2SrD52bO9OyjsThl5fDWYMu2DwYUjugPcRyHiir0ZFaRIAg7zejuu2Y5NpLo6Wvp0i4Ckbgb5W3px3EEUHS7b8GMeHqIYtU1FxzHoa6qeL0yPp87624XpbpJPNX7MkXY6cuzRJyWl02SRGqq0XOigf1wjW6nzbiXJJFaQyEQ6Y1uOQq+QNiliG+dhWRaPS/XkmWZYGyQSrU9sKG29AN5vTK1RuPAe1as28STvS+V3D3TBUFoyn8YYVYv4Pf7UXcqrh3HodKo428GkMRmoFY1HPx9qM6QPB6K5Qp4hZ0xLCKS5EMQRMLhIBvFPLph9c/BkmUqdRXRs2/YskegUlf7xpIKUKvVUNHx+TxtcgN4gjLZ3EHm5E8K3d7tZeAHRyb/A4Asy1geP+ZOBEhHbpsb02skEglSU9d5tZo70AC8i1q9wWZd5uLlmz3fsH6/n+jgeQrlihvVboXtkCtUiY9M9zzqFgqFGBi+2CyhchwHVdeRZNHth9m5/4qiUrFCDHcxcLRbRKNRgukpNrddsg3NMJDbepHkZlnD8laJ0emrfVMU0YE4irZ3ANQbOtGB/tXog2v4ZyZmqNY1rJZJhZZl45g2dSd0pmxCN5AkCa8vhLZDr63rBl5foO99KenMILk62PuiCZIoslGoMTh2+jlfnZAZHESTY82MqdfjYT8pqGGYBFpKlta3CqTGZ/sS6ZZECXaYtRwHBIS+16qLokhy5DxbuVJblk4URWpKA8UJnDk7HIlEaNjeQ3uqTNM8KKfYHshpRbVWxx9N9yTiLwgCoiA3jUzbshFE6RPpEfB4fdRVva30XJJEFN3sWyZlYGCAmuFmNlRVw5bc2ViSJGIJbkO+ZVnUTamnw3ZbIQgCePzY1t57LssS5YbRtzLk1rUlb7CNHlwUReqqij/U24x0J4iyF8O02hwsCxuxD6xq8cwIxUp7pqCqNpoEQqIo4ojtfeSqqmHJob4wKSoNxWXl3Wk1kGQJ5RCisF5AlmWQXKp0TdOxhb2SRMEj0Gi4DpZm0peyVEn2sLK1TTQRI5W4xtjIFxkf+QnGRr7IUOYmUtBPoVTt27kqSRK5cgU5ILc5OXJAJlss99XBWl5bZiAdJ5VslzuVuEYilWYtv4beoTz1k0C3mv0vA39BEIT+hnz+PYJhGASjUVRNw9ANPL4AltO/CAjA8MgoQmSc4iEzRJa3KoxfutG3A3FodJxc5aCMtuOQVxwGh3tPcgAwMj5JruE2Q+7SN4ui2Fait7ZdZvjcbM8VxNjkebJ1AcMwsJ326LYguFHmUrmKHcj0dBjlfoSD4WYEDNxIVz8zR7tIZwZRnQCWvnfw6bqBrtmkxi703dERRRGvL9hUgJph4fEG+m50ejwefJEU9f2zzgSo6PQse9X8tYLAyNQs6zk3yuv1eg7QBhuGSdDnZhM0TadsBvrm4Bqm4Q5gxXFnv7bMS+kn4skUJcVuzxwKAqVyhYH02JmfuyiKDKTHDp0zqBn6gf5WSZJoaJ2HkBbKConB3gR1dnXLri/nOCCK0ieSwbJtG7Mlmg8gySINs3/PXJIk/JEkdaWB0lDbWDMF2e1vrdYUwvHBvr7vmmW3lQI7jo3tkT+R/e7xhdqqAyRJRFUNfH0sx92F5YjY0r7KBBw6EPOeGQMDA1S09kxwY6fnbheCJLTNqStX+1MeaBgGDb3RDIgLooBXlqjUj+8zPwu8/gCaZqA0VATv3nsm+zyUFTewplv0xX5rqDoVy2D6/E8g+5K8/+Tb/JXf+yu8/+TbyL4kV679NBuVSt/eM8dxyNYVLl78XJuTc/HC58g1lAPlo71CrVZju7TNlz77FTz+9AG5r899mWAsyJuVN31Z/zh061b+YWAQeC0IwkfAfmYCx3Gcr/X0yn7AsG0bjz+AYShIkoTHH/pEFPLY1AXu3/t9xofaoxw1RWFg8GpfZnbsIhAIIAaTKJW1tp/XGwrRdLpvDcEej4fEyAWy+Rd4PVJTOfkDPnKVEvGBCA0hzIU+ODher5f4yDTbucWOnwuCwEZeYWTuZs/XbltHErAFCWenPNSwxTZmv35BlmVimXGyL182f2ZZFpolk0z1t0RxFx6fH91wHQ9j5wD6JPpS5EAIfZ/iN00LvNG+GL3xeJx1T4xaXSEUDODss3Qs08a3kynZypVJj/emB6wTFFVpL4f1eKg3Du9d6hWCwSA6njZdKggCNdXkfKw3vY3JzDBrj1+R6bB9Kw2FWLI9Tuj1eqh2iG5blkVJlRjrEdOc4zjNpn/Y7QsR+mZ8tEJRFGyPgCCIiKIH23az9XVTwzTNvkWYI4kM1fxjVF1D8rZkz3w7vUhIhAf7p2d0XUfFJCxJTdk1zcQX9lMul/uexRI93jYHy53zZ/c1or+LuqLgyO3PXPAKVDvMnTsrvF4v3rDrTIdDrvOoGwZyuN3BMlsc+lLNYmi89yyOxWIRfCA1JCTJ5w4dlgRMwaRSqfS8n3UXHl8Qwyy5I1da9now6CebL3J+bBRbkHr+7N25nG+Yu/5ZbEHkF/7lL/C88Lz5+ftP3udbP/ctLl6+STaXZWK8N7PmWrGd2+YLX/ojSB4P7z/5Nk9zT5lNzfKVma/whS/9PFvZLZI9Zux0HIenL58yNTmFKEmHyj07NcuzF88YTA/2LVN+GLp90p/H7cyp4A4Y3o8fHE1HnyDtKGR7ZxK4IIrIUv+VYjAYxPFHUdUG4Ui4qRgrqsnVTH+bcgHkYASlYLUpZcW08YT6x3gEkB4cZnHtKT6pjifgGpmhUIDccpF4MUZq9GrfIr2Dw6M8XXuOgNBG5+o4bhmDlIj1PKOxH5V6hWAojGHa+Hw+fMEwjf3ZlT4hHEuitjBNmIaJLXj7SjSxC13XkX0ytuUehhYSHq8HXdf7nsFrGA0c2de2123AkNxsTq+dG0EQyIxNs718l6lgwC1faTV+XL4FLMui0BC5kulPX4plWRQrRXx+P4IgIYle/EGLUq3UF7lbIQgCHn8YvbyXMZVEkbph9szYjUajLHui1OsNQqG936nrBqZjIctS2333+72UCgdppvOFMtH0eM8MIk3TEEQBUXD3uig0QLLRDsme9QqO45AtZfn0u19mZPAckihj2Sbl8irrhUfkcjmGhob6snYoHCG7blOulQlE9vSJP+AjX60Q8MUZiUT6sjZANpclkoxwbniWZGKiKXt4YJ2N7Ebf5N6F7QjY4r5Ainh4z1/P1rVtsqUsb9/8Mun03jMP+N/w+PlyX5zqgdQw5eyjpoOlGjphqaX8T6TpYFmWhWJJRHr87B3HYXljmZnJGaKX3nPnMtkmvsAKJVPhzeobrg9c7+mau/D4Auhqlo1CjnBm7+zy+71s6mUq1Toeb+8d+vWNderUGcy8x/tPvt3mZAA8yz/jO8++w8/P/hHmH98jnUr3NLBQqVSQPBKS7Ons5Pzst/D4PJRKpZ7aUUvLS1SMCheCF3j/8fuHyv3Vua8SzUR58PQBn3n7M59IcGMXXa3kOE5vGxJ+CCBJUtNtdHaMnn72YO3CsiwC0Rjj49fbDgSbczhCf5Wy4zjots71K19qO4gF6TyVqtrXWRKBQAApEGd19R4D426UQZJELNFho9Dg2mz/5pX4fD78A4PUVxcQRanN4C2Wa0xe7e/2N02Tulrn3aufJx0bQhJlRkdMiqUijUaj71FWx3FQcZpGJ4KAIUp9nx0CkC/muXb+GolQHEmSGR40KdaLlCq9Vcb7oaoquqNz4/KPMZzee8/8vmVebG6Qy+UY7MEg6f1IplKsv5SoNQwuzH2WRHqyufZAZJ2tVwsUS1UiqbGeMn21olAo4Al6uDryNpnECJIoMz5hUqwWyefzZDL9IfPZhST73Hl7zb+LVFW9p6Uz6dFptlbmOd/iYFVrdXzhIKnENQKBweZ9bzS2qGa/R6OhEgi4ToDjOGxXTM5d790A1EqlwrWZawwl3bVHhkziqXWK5SLpPpYfb29vc/6cO1D3QHT5vUEWXy+STCb7st+CwSA1zaao1Mhk9jKUgYCfQrZITIj1LZBimiZL60u8N/seCByQnQH3XegHPfwuKo0qosfbHsSRBRRF6XlEvxXrG+tcv3odURIPyP2pd4Z5s/KG6anpnq4ZHYixsmIzimvHqIZO3BNDkrzueSqLKGoDiO2Uhg71vGRtc2uTybFJEOHbT1vkvvQV0qLIw8WHfXvmHl+Q3EYJxdYY8EXbs8VhmZXNLTyx3t7zarXK49ePGRl19fjT3NOO33uWf4YseQgmgzx8+pB3rr/Tk0CaqqrMP5nnxuwN3n9yiJPz3HVy7j+9z6euf6on9kw+n+f56nNGpkaQBOlIuSXR7fHcUrZ48uwJVy/3L1i/H5+cK/dDBlEUcSwHUZTwegIIjvKJZLDy+TyffvvTCOLBwxDbjfj3qwcrl8sxc2EGxIOHUSbppt77eRiF4xnyj8ukvXsHj4VNo8dzOzohOJDi4pUvMDpysWl41WobrLz8d8T6WJYJsLW9xez0bEcjoKE28Pl8fa2dLlQKfPqdLzM6NNU0/JLpdUqlUl9LUuv1OqlUyt1vTw/udU3T+laW+mblDVcvXu14z9+Nj/Li1QuSyWTPo12SJBFNjaNF4kQk6cDak3NfYHPxLiOz/YmsW5bF69XXXD53GQeno44xDKNvzh2Abpg71NWuAeLz2VQbuZ5mzlLpNJtLfjRNx7czemG7XGfu6k+DePC+X7750xQ2HjG642CVKzXkcKZns4pM00T2yiT9yY73XFXVvmSM6/U6da1OxBs5tIRmZGSEZ4vPuDJ3tuHxneD1eqkqJrZkIUly0+CUJFAtHc3o32yexVeLjAyPgMChsldqFSKRSF/2u6ZpVBoVblz9CVLJvUDKj3xqiq38FmNjY30x9EqlEpqp4Qv6DpUbyXW8exlMCYVCaI4X0zSpKAYXLn+WRKo9gLT96hETQKWmEh3tbQCrVqvR0BpEfIfv9elz0zx4/oDP3PxMz983UZJ4vrzC6OzogSBOfGCD+x//HhOR3jlYmqYx/3ieyGAE2SNjWiazqdmO351JzmBaJuGBMJu1TZ4tPmNuZu5M+0/XdeYX5vHFfEji8U6OP+5n/tE871x750zner1e596zeyRGEgiigOVYR8pt2Ra2Y5PMJNlY3iC4FOx5cOEwnNh6EFz+wxfAzziO86j3l/TvByzL4tqF64yk3cjA+XMmmq659bx9MnY1TaOu1glHwocqiGKpyGAfSocMw6DeqBOKhA5du1qrEo1G+5Zilb1+dIu2LJJuGUSD/SshAbecIhQO4Q9NHTB+fvSLX8EwjL6VyzUaDTRTwyt4D73vtVqtb7XD29vbTIxPdHToLdvqm0NvWRaFUgF/0H+o3PlCnuGh4Z4bIZubm8g++UjDKzOU4fmL52c+hDohEk/hiM6hawuR4b4NIV18tUgqncLh8PXzhTxDg/0rnaobKteufpF0eqppgIgsoqpqzwIpkiSRHr/I5uZDJscyKIqKLzkB4uG1+nogg2k2kGWZjbzCcA/7LgvFAoIsHLp2oVjo+V5XFIU7C3e4Pnv98OjyTgnNq7VXyC9kZi7M9Hy/K7bNpZnPk2hxMhqNLbaiFUr1/pRBr66tslpc5b2h944tH1p4ssD1K9d76ug5jsPL1y9578Z7B3Xrpa/gOA4bmxuuA9hDlEol7jy+wztX3jn2md9euM0N4UbPsqeCIBCODVKqFSB5qWMAaXwuQTb3nKoGqR6WBzYaDe48unN0JmVHbnlAZn5hnneuv9Ozs81xHFZWVzCCXqbO/Ri2cDBz+O7nfo6783eY7UF5pmma3Ht0D8IQCoewbZut3DJfmfkK7z95n2f5Z83vziRn+MrMV8hXtnG8DpmRDCvLK/jf+Dl/7nRjd3adK92vkxxIduXkhKIhCkaBuw/v8va1t0/lZOm6zt2FuwRSAfwBPw4ODbNxpNw1vYaDs1Oin+HFmxeEAqG+lwdD9yyCrRCAc/wHTNtu2zaSRyKdzDRZSb799NtIHolqrdqXpmRd17n/+D7xgTjfefadQxWE1+dleWW5p2tblsXCkwViA7Ej145Gozx59qRvTdmCIHDjnS+2sdDMzfwoYp/n8yiKgoXFL/zmL/DN736Tbz/9Nt/87jf52m9+DdnjoVQp9YXgRNM07j2+R2IgceR9tx2b+hHDU0+LYrFIXa0jiK7ht192R3TI5XM9l900TR4+fkgkHDlS7kAwwNPnT3u637a3t1l4tUByIHnk2olwgrXKGosvF3vaL1GtVvF4PXzn+W8duvbI+DmePH+CaXamGj8tXi29YqWwQiJy9H7z+X28fP2yL30i9XqdubkrxJLjbYxPo+NTNNRGT591ZnCIkuFDURo8efOGRGbySLljqTFermxQKldxgumelaiurq3i9XqP3evPFp/17J5XKhVuPbiFP+HvKro8ODbISnGFx08f9/R9LxQK3HznR4jERw8wfN249gepCyalUun4X3QCrK2v8ejNIwbHBrsqH6pS5dGTRz2T23Ecnr94ji/k66xb/9XXEESBht5ge3u7J2uCq9s+fvQxsZFYV888NZ7izvM7rK6t9uwaggMJyk4UZ4d0YP+ZIsgyZSlKodq7HltFUfj4wccE4oGu5E4kEmh+jfmF+Z70PzqOw+LLRTaUDW5c/3yTaOKA7JLM1IUL3Ht0D6OFTfGksG2bh48fokgK8aRbYSKKIi/WniA6Nt/6uW/xK5//Fb4691V+5fO/4mYsbZP18gbg2lmDY4Msri+yvrF+4vU1TeP2g9uoXpVEKtHm5MwkZ9q+u+vkNKwGDg7xZBwjYLj/Xj0Z2Ypt2zx48gA7ZBOJ7jnnRaOIY3eW27FM8mq++V1JkkiPpXn48iHlcvnEsp8U/R/A8UOIQrGAIzgdXxLd0nvelFyr1fj+ve9j+I1jFYQsyrzcesnzF897YowYhsGDRw+oUu1q7aJRZOHxQs+NP9u28fl9DI1MtR3EsdQEUxcu9m2OQbVaxbTMw42f598hHA6z8GThTEpxPxRF4eP7H0OIrg6Fe0/uUal0pp4+DTY3N7nz+A6J2NHGdiAY4N6jez3b841GgzsP7nS937JqlnsP7/Xk+a+urTK/OE96LN3VPR8eH2Ypv9Qzo3Nra4u7T+4eL7fkoeJUuPPgDopy9tkttm3zdPEpi5uLDI0PdXXflwvLPHn2pKfGtmEYFEoFJLmD8fWvvoaFRbVa7dl6siyTGJnm924/oC4aXfUorNdL3Hr4kuGJsw93tm2b5y+es7i+2NU9365v8+DRgzPrmc3NTW49vEUwHSQYCXYVXUaAwfFBNtVN7jy4c2LjpxNKpRKlagnJ09nYRpS5ef1t7j652xPd5jgOS2+WWFhaID2eRpTErmRPZBJkjSz3Fs5m+IK7xxceL7BaWiUZPTqIk4wluf/iPm+W35zJsXYch1dLr5h/MU9iLIHP7+tKbtkrk5nI8GjlEU8Xzx7IajQavHjzgsTQxNFyZyZZKuVYXVs9c0ChWq3y/QffR4pJBKPd7XXbsUmmkmg+11FoNE6fRTVNk4XHC7wpvGHs3BipxNGyDyaGUCT37D+tbn/24hl5PU9qsH1OpiPC8srvY2p5vjr383zjC9/gq3M/j6nlefz0t0HeM/fdDH+ahVcLLutil9h1rsyASSK11y5ypJNj2xSNvTXiyTh2yD6xk/Xi1QtKRqltXQDLsXj4+i6N2uYBuW8v/Da20L6vPV4P0aEo80/m+z4f6/93sFpgGAZPnj9BluUjXxJN13pi+DiOw/rGOh/d/wgxJjIQH+hKQSRHkiyXlrl9//aZrqNer/Px/Y8pOSUSmUR3h9FQgpyZ65nxB+59yBfy2ILdMYskyiLZXLanL8Puve/K4BVlqlS5NX+rJ4bA9vY2H977EGFAIBKLdHXfPXEPtx7eYm197UyHkmEYPH76mPtL98lMZLqSXfNofDT/Efl8vuP3ukU2m+Wjex9hBAzi6Xh3+20wQUWq8OHdD08d6bYsi8fPHvNo5RHpiTSSV+ra6ByaGGKjsXEmo9MwDB49ecS9V/eIDHb3vOPpOGbQ5IP5D1jfWD/1M1dVlTsP7rBaWWV4crjrmvXUSIoNxZX7LAbILur1Oncf3j02a2k79pn3+C5UVWVte4M1QyU84MOyj+5RsGwTTxBWDZX1zfUzBZHq9Tq3799mubRMcrS7EprEcIKiXeSjux+daq/vRtLvvbpHcjxJMBQ8UXRZEAQywxlUr8r37n3v1LrOcRxW11a5/ej2sQGcVCRFOBPm1sNbZ9rnu0GEZ5vPGJwcxOPxnEj2zHCGqlDl9v2TR9Z3US6XuTV/i5yZ6yqQIYkSg5ODPN14yv2F+6cKYu0a+C+2XjA4OYjX5z2R3B6Ph6GJIVbLq8w/PJ3B6TgOa+trfDD/Ad6EF1nyHBvImJy7wOPVx9x9cPfUdkSpVOLWw1v4U36iA9ETyQ2uoe+EHW7dv0WtdpBF9DjU63W+f+/7ZI0sg+OD+H1+ZOnoII4kSm6Jdtjho3sfkcvlTrTm5uYmy4VlMqMHe+e8/hD1RoVc4SGr67/Dyvrvsrr+O+QKD6mryoE+Q4/HQ2w4xr1n3QVQDaOY1AgAACAASURBVMPg7sO7WEGrmTnbhevkzB9wchq1TR6+vnNghmwsEcMJO9xduNvVniuVSrzefk16pHM5q4XF8trHB+RWVKVj6W8wFIQQLL7sPJ6nVzixg+U4jgX8KeB17y/nBwPLslhbX+O7d75LTst1pRg/XviYV0uvTm3067rOw0cPWVheIDmeJBKNdK0gBNFN8ep+nQ/mP2Bjc+PE629ubvLhvQ9xIg6pwdSJlFN6KI0RMPjo3kdnLnEol8vceXAHj8dz5EEcCoX4aP4jNjY2zhxpUxSF+QfzLCwvEB2KdmX8xFIxpLjERw8/YvHl4qmML9M0efzsMfMv54mNxE50KARCAZITSRZWFnj46OGp9l0ul+ODOx+wpW0xPDmM6OkuwhuNRwlmgtx+dpvHTx+fOMprWRZPF59yd/Eu0eEoA/GBE+23ZCpJIBPg1qNbvFp6dSIjTNM07j68y3ptneHJ4RMbXoIgMDgyeGqjs1gs8sGdD9jWtxk+N4zH5zl27Zrh1oxHY1GS40keLj88lQGWy+X4cP5DVK/K4OgggiB0LTsCZEYy6H6dD+c/JJvNnmjtXZimyaulV25AISJ0kb2TWdxYdLOcZ8hmZbNZPpz/ECNocOH6W2znyzQaW0fLrWySr2pcfvdttrQtvnf3eye+hl3n4qP7biBhcGzQLQfrdq9nkvjSPr736Hs8f/G86wyibds8evKIpfySu8+8e8ZU0SgiCmLH6LKA0BZdBtfwDKQD3Hp468RBlXq9zp0Hd3i8+pjM5PEBHEmUCIfDzX1+7+G9ExvclmWx8HiBtcoawxPDbQbVUbKLgtgmezKTxAya3Lp360Ql2bZt82rpFbcWbiEn5OZ52o1uFSWRkckRykKZD+c/PJHBbRgG8wvzZI0sQxNDneX+2Q7PXGh/5qIoMjg2SFWscvvB7RPpmVqtxsf3Pubx6mMSYwnCA+FjAxmmZRAIBxieHEbxKHww/wFvlt+c6FwvFot8/OhjokNRQuE9KvhDn/fPHnzeAAPxAXxJHx8//PhETlY2m+Wj+x/hRFx7aFe3Hkc0sZtBi8aiDIwMcOf5na7PNF3Xefz6MemRdMc+SW8gjK67donj2FiWhuO491QznY49T4FgADEs8vzF8wOf7cfT509RPeoB52oXtgRLy7fanJw3qx9jH9LSGUvE0H06T54/OVb+Z6+eEU1HD+U/EGUvlmW1ye3YNs6+4eqtSKQSrBZXe1oZtB/CJzHQs9949913ndu3b5/431mWxebWJovLi1ge14j2+XyMBcd4//H7fPO73zzwb3Zf2qXqEoVcAUdxmBqZYmxkrOuGyVqtxvyjeaygRTLdTtUqCRKDvkFs2+Y7z7/Ds/yz5iEsCiJb2lZbNMDQDXLrOcbiY8xenD2WgMO2bZ69eMZyYZn0SLrtIG6u7dh859nxa+uaTm4tx1RmigvnL3RN/uE4DsVikVcrryjUC8TSMeaG5pq9bvvx1bmv8o0vfINXxVdkt7LIlsyF8QsMZgZPxP5k2zbLK8u8WHuBL+YjlnB7LFLeFLIg87Xf/NqBJslv/dy3MB2TnJ5r/o78dh5RFbkyfaXrBmFFUbj3+B6qrJIaTLW99Ce97/lsHlERuTl3syvyC9M0ef7iOavFVWKDMQLBPSKBk8juOA757TxCQ+DGzI2uGAY1TeP+4/tUnArpoXTbHjmp3JZlkV3Lkg6kuTp39dhGYVVVuf3gNlbQOlBWcNK1AZS6QnWryjtz7xwru+M4LC0v8Xz1ObHhdipqSZDIeDM4OAfWti2LvFU4sHYhV8CpObw191ZXgzLfLL/h6epTEsMJ/IF2gpaTyq6pGvn1PBdHLnbdFG3bNhubG65u9Vkk0gk8sqcr3braWKVcKlMv1BlLjDE1OdU1+YVt2yy+WmRpe4nkSBKf34fjOLx4dJfzg2HGR38UWxAPyu3YvHj1O2Q1L5PTlwCoVWvUtmtcnrrM6MjosWsbhsGjp4/YVrZJjaTadNNJ77lt22Q3s4TsEDcu3zi2X+Xp4lNWy6tkRjMdDQpJkPCbXhKhJNLObKCt/DKqB0RPZ72tqRql9RKfvvbpY+cV2bbNm5U3vFh9QSARYCA+gIDQ9fPezSoU80W0ksbMxAxjo2PHnimO47DweIEtdYvBw1jpbPAoNkM74xhMy6SiVqgL9QPvGUC1UkUv6F0xzem6zsMnDynoBdIj6TYn5yS6FUBtqBQ3ikwNuufpUWQjjuMw/2CeMuUDpWK7kAQJsWoylB5vkots5ZbR/SIcwudRKpTwql7evfHukaQfjuOwvLLM85XnBFNBogN751DYDhEORA6VO1/YQA/SlM80TfKbeSJihGuz147d6/V6nY/uf8TA8MAB3bYrd8wTIyAGmnOwNvOr2CGp4/MG913X8ho/8taPHEu+sLq2ysLSAqnRFD5/+3f9mkwsmuos+89+CwODvL4XtLAsi+3VbUajo8zNzB2535feLPGq+Ir0UGebo1arUVp+wNhQ+1ln2xaL63Vmrn+q479zHIet11t87ubnDr33pVKJ7z/5PkPnhg7dl7lcDqewSDq1dzbmCiUY+P/YO/Pwuqqq/39WxiZNhzRtmnQuUCjzPOhPcUBRkUF4UUReRBScR1ScQEBAEQfQF0VQVKwCAoIITiigorzMY6GldG7aJmnmebzr98faNzm5uecm8GafE9rzfZ48uTn33Hz3vWfffdZae63v2p3ZOeykbRu3cfieh4cqVHd0dPDQcw9RvTS8D2w27oH+ATbu6GOP/Q4JfV1TQxNzi+eyfFl2pzgbROQJVT1sXOeO18ESkYOBC4GjgZnAEar6pIh8E/iXqv5lnP/n7cAPsK/4z1T1iozni4FfAYcCjcBpqrox1/98JQ5WfX09L6x/YcixKioedo5ezsI4MDBAc0Mz2qUsW7hszJtCV1cXDz/zMCWzSyibll0pLF/yyescpKpigS2MgwM0d7fQndeddYFQVeq31lM9tZp9lu8T+gVIpVKsfGEl9T31OW/EU3Uq06dMpyDf3Yx62+gk+80olUpRv7WeeWXzcnIPjbO+nrWb19KV6mJq+VSmTZ/2sm/Efb19tDS2QA8snbeUhfMXjulo9fT08OyqZ2kbbKOiaqT8dqjxs+eJ5OVlN7Z7untorm1mYcVC9tpjr5zXvKOjg8eee4yiWUUjbkRB5Es+Bd1QWV49ZAT0pHpo7m/O+rmnjf3D9jksZzF+Wu2nQzqGIm2ZvC/X0eju6qZ5ezP777Z/ThWs/v5+HnvmMQZKBkKjXvmSz/T86UwtmDo037pT3bT0t4TeDHfU7mC6TOeQ/Q8J/dxTqRSPPf0YfVP6hhzpbNwlqRJmlswcuhHvaKmjf0oqlLunu4fW7a289qDX5jQE1q5fy/od66lcUJnVUEn1p5jSB3NnD/fgam/fxqqal6hekl1Ctquri/bado7Y74icjvWWmi28UPMCcxfODTWS8iWf4v5CKqbNtvmWGqBnMHy+DQ4OUreljr3n782ihYtCucFuxs+/9DzddFNeWf6K11ZVpamxif7WfnafvztLFi3J+T1LpVI8+/yzNPQ2MGfeSGe+saGBnvo1LJo/j/IZy0b1wWpuWcNLm7dTtcdBI65rf38/9TX17F65O8t2XxbKPTAwYGnTBV3Mrgw3eEsGp1BeWj7k5DS01tNXPBg639pa2uhv6efIA48MdTI7Ozv5zzP/oWppuPEDZoT01a9mxrSZDAz2UdvSw7IDjsr5mba1tjGldwqHHnBo6DlDQZQsa+vLdTLAGdzbG5lZNJMD9j4gZ+By67atrNyykupFuRUYVz/9MHsvnkVeXiE1tfVMrd4753eoubGZ0oFSDj3g0ND/29/fz+PPPE7vlF4qZo/uafVK1tZUKmUG94z57LPXPqHja2ho4Ml1T1K9ONzoBFj7wtMsqSiieEoJqcE+Vm1uZvlBR+V8TV1NHcurl7Ng/oLQc1a/tJpNTZuonF85KtDV29XLounzkfyCUe9bdJAn1zxCdZZATWtzK/2t/Ryx/xFMnTp11PNppNf16TNzBxfXPPsYey+eTV9vNxvqe3Ia2gCNDY1UFlSyz/Lcn/sTa56gctHo9w3QsH07+y06APLyxx08U1XqaupYXL6YPffYM5T70acehRmMCJAG0d/fz6YXHmXuzJFOX1//AO3MYMkee4f+77ptdew3b79QZb0169awvXv7qEBlEC0tLXTUrGR2+bBd29DSQdn8/XLaKC1NLcwpnBPq5NTV1bFy20oqq8NbCrS0tNBTu4qqymE7o6enl+3t+Szda7/Q1/X29NLX0MdrD3tt6DmZeDkO1ri0IkXkdcDfgfXATcAnA0+ngI8CYzpYIpIP/Ah4K1ADPCYif1DVFwKnfQhoVtU9ROS9wLeB08YzzvHipXUvsX7HembNHR3dBdtmnls8lxvfdWPWhbG5b3ibuaCgwFLm+vt5sfZFmlqaOGDfA0JvWmvWraFwRmGocwWWz/rS5mfpbFtJSclUttfWUzR3r9BJKiJUzq9k66atzGuZFxpdr62rpa6rjqpF4fKUgzrIto5trF79dxZWz2HTth3MWrxfqDGZTi/Yunkrs+tnhzZn7e/v55kXnqGpx3asqkqHxzAeqc1g7nRRcRGV8yqtkWTDRjbXbs4Z2R8cHOTJlU8yUDLA3IrR4xvUQep66yiTMk5ZfjIF+YUW9dqxhdS0gqzGz5SSKVQtqaKmpgbWwt57Zl+8VJXnVj9HcUXxCOWbbGNYV/MCbU1PU1RUwob6Tnbb58DQ80unliJVwjOrn+F1h78u1JBes3YN3YXdVM7Jvjil33txfyH/tfcpQ85d12AXrQOtWd97SWkJBYsKeH7988yYPiP0ZlizrYbu/G4qK8IXxkEdpL67npo1T7HHgjms2rSDPUMibWnMqZpD3ZY66uvrQ28IjY2NtA20UTUr91yvaa1h/Zr7qa6aQ2trCy2pGSzIsUszpWQKXdO72FSzKfSad3Z2sqF2A3OXzA1PaSjMY+Xqx+jpXk1hYQmpVD/NzS1IcbjDWlpailYqL7z0Akcdmt1IGhgYYM3mNcxZOCdnBHpQB9nQUMPWzQ9SVDCFzoIKKueFc+fn51O5oJI1m9dQXVUdGtDYXrud59Y/x4y5M5g7dfR3rbm/mcqiynGtrSJCxewKBssHWb99PU2tTRy838Gh72tLzRZ29OygauHoaz6rooK1tUX0dLfTMPgcIs8PtYJQTdHe3kFe6axR61xhYSHVi6vZsGkDFeUVoVHWuvo62rU9ZwuNQR1kc8sWNqx9gKq5c2huaaYzv4LqBYtDXzN95nQaBxrZsHlDqMHd1dVFfnH+mPLqZWVltPQuoR2FPCivKhxzh2hq2VQaG8LTBFWVp59/2tJQq7Nf77B7qaZSNA+MLrAvKChg7sK5NO5o5NlVz+Z0ctZvWU/F3Iox33tefj6Dg3atBwZSY0qyl1eUU7uxlo6OjtDduw2bN9Bd0M2c2SF1IW5tze/SobV1cHCApo5Gegr7sq6teXl5zF04l5pNNVQ1VYXOt6bWJqaUjd06pLBoCtt3NJBfkE8qpRQUhzsuaZROL6WhuSHUwWppaWFzw2aql2R3avOL8nn02b9zwLKDht93aoC2tho2bHoSybIugKXrtUkbq9au4rADs9uv3d3dtHS1jEtiW1EG+rsZGOwnbxyy6LMqZrF1/Vb2GtwrdH6sXr+a8qry8OyJwkJeXPN3dl962Ij33t6+ldVbN1C1eMmol6Ttt00bNrFowaLQXdOBwQGK8sKDDYWFhZTNXkzbQEYKfyHMnJFbETUvPy9nOvJ42hOVlJTQMmU2td2BTZviKWPuAosImvq/ZdIVFBTQ3pOib/vwepJKpSgom/iWRi8H4xXjvwL4K/AubOcp6GA9Cbx/nP/nCGCtqq4HEJFbgJOAoIN1EnCxe3w7cI2IiE5QLuPAwADrt61nzuI5oZNqkEG2DW6jVEuGDO600dnUOzoCAbYwzq6eTd3mOjo7O0MX5c6eTgrLC8esY8krKKJm21ZKphTT1N7Lgrkydu1LPjlrc5pamiidPrY0akFBAZ09fXR2tNLZ08fcMXaHRISSaSU0tTaFOlg7duygobeB6oW2KGdezqa+JqqmVI2+Ee9phldTb9Oo1+Tn5zN77mzaW9tZs2ENhx90eFbu9vZ2Ogc7qarIbWzv6N3Bk0//hSVVs+jp62FbywDL9guP3KYXxi3rtoTuYvX399PR28HcaXPHzDPOyyugvbOVwt4eVIrHPH9KyRRaaaW7uzu0b1JjWyNlVWU589tTpNjWUMNLL97LjGkzqWnqYtn+h+c0WvLz85FioaurK9TBau9oZ0rplDHfh4jQ09NLQ+MOl0c99le9oKSAjq7wnPme3h7yi8fua5Ofn09nbw8dHa20d3RQUD52480pJVPo7Aiv0ejr6xtKwcn1uRcWT6VmWx3FLkLf2tHN7N32yPmaouIimnvCVZ8GBy3HX1NKf1/u9UIRanc0g8LMxbPHPl+VlKYYGBgIdbBWb1hNxfyKEbtWI8ang2xp30JpnwQc+n6aO5pCjc78/Hwq51dSu7mW1tbWUKOzoaWBaeXZ110RoXzuIurr1zBj2ugIcGNbL7OXZo+g5uXlUVRWREtbSyh3KpUilUqNWT800D/AtoY2Glu76OnrZdb8WWO+JjWYYjAv3PgpKysj1ZOitXls2eGSjJ6CY72mp6eHypnh34nu7m5ae1qpnpd9JyXtZBT1FY4IXjU1bWJLWyOz5ob/71mzZ1G3vo6+vr7QtK3e/l6mFU4be23NL6S9vYuCgnx6+wfJy8sbe13Kk5y1ti1tLUydkdthGdRB1m19gfrtjzKlZCotLU0UzN4zZ8qUiFBQUkBnV2fofCsrKaOroSv0ezZ03sw59PeZcZ0HlBcV5ly7ANpb26maE36vHBgYQPMskyQMeVNn8vTGNeTJWgoLCukf6CelKaCM8pKp9PZkr/OSPKG3L7wGLJVKgTCue0Se5NPY3Mrg4CB5+RXjeo2qWpuebFkHqRRdvV2UFYffTwsLC6lvaaFz1T/Jy8unIL+IgcE+enq7KarYPefaLgVCb29vqENSPr2c2rbanPflWbPDv0+5rtdA90DOXcM5s+aw4cUNY9ael00fvXvf0dZBR1uOe3VnD3vtsVfo8yUlJQx2D9LRnrtGbmb16N2/wqLCnK/r6uxi3vSJ7UUXxHgdrEOAU1RVRSRzljYA4+1UNx/YEvi7Bjgy7BxVHRCRVqDC8QxBRD4MfBhg0aLcKStBFBQUsGjuImq31o55bn9fP891r6SwoJD8gvxxNUabM3VOzom6ZP4S1m5eS5/kFikoHpxBlxTS1QslxcJAywAdrbkn2IzCGTm3YisrKtn24ja6Gsa4oadStDbm01LfRl5+EQ0bG8ZuPqkwZ+/waVBeXk5ZTRkNG8KLeJsKm6ieXc0py08ZSherb6invqmevv7cn9duu4fvOpSWllKcKmb72txiIJpSGmoHaHAqZqXTysd+jSpzZ4bvVBQWFlI+tZy6tXU5/w9AZ9MA2xpNsa1sRtG4XjN1ytSc9Sm7LdiNNZvWjHn9erv7aW0qo6lpgPzCMpo2NY3NXTQ153yrrqym/sV6ehrGVuUa6JnG5i0DFBaVsmP9OAQVFCoXhd9MymeWI5uF2pdyf8/7+/tprCugsa4DVSjv66a2Y+y1Yd899g19bvr06UwvnJ5zrgNIbyldvdV0BeyJnh09NDSHv05VWTp/aejzxcXFLJizgKb6sa9f4UAhZaW2C1fUXUR33dhqgQtmL8g536oqqqjZnLuvTiqVYnvNJvLkUYoKi+nt62F6RSVlU3M3V55SOCXn2lo1u4qVa1fSJtmLllOpFDsaiqirG20kFBSVULStjXbJLmqRJ3lULBqdBjbEPbeK5tZm+jtyO6kzmEHRvOHofHFxMfkduQMBM/Nmstvi8PWtpKSE/ffYn+bW8cstjxdSJixZuCQnd3lp+Zjfs46ODjrbmikqLKKvv4/BwUFmVlTS15Zb2KBiekXOFMH5lfPZtnHsXj59rfms2+4cCylk6paWMXexphZPzdnwu3pONas2rKKV3E5qV5PS1NEH9AF5zOxrp78lt6GaL/nM3C18bZ07dy6L2hfR15P7vjiFKZD58Y2xHE8rm8aCeeHpgeXl5VRNraKzIdxRm5lfAcFlImhpdkBfR/i491oabmyXlpYyvXg6dWvrxrynpXpK2dZi55ROLaB+XW5BLlWlqrwqNHiUl5fHgjkLqN0UPtdTgymE+XR2j3bmijryadwYvhtcVlyWc31bNH8R7Wva6d0xsW2CAOZNn5eztnfWrFkctPQgL/1A8+fkM3t29rRqgGnTprFk7hK6e3Lfn0oLsmwepLCvXQimFk5l0fzx+w8vF+OqwRKRJuAcVb3Dpfn1A4e5GqzTgB+o6ph7tiJyKvB2VT3H/X0mcKSqfjJwzkp3To37e507J9TqeKUiF7sifIqajOmEjROqiqopuE30//SBiRxnggQJXjleDetbgp0HyXxLkGDXwoTXYAH/Bj4rIncFjqVXlg8B94/z/2wFFgb+XuCOZTunRkQKgBmY2EWCCcCrYdH24bAkTlCCBDs/ku94giiRzLcECRKEYbx9sC7E0gSfcY8VOEtEHgCOAi4Z5/95DFgmIktFpAh4L/CHjHP+AJzlHp8K3D9R9VcJEiRIkCBBggQJEiRI4BPjcrBU9RlMnr0O+BogDAtdvEFVXwx7bcb/GXCv+yuwCrhVVZ8XkW+IyInutBuAChFZC5wHfHm8byZBggQJEiRIkCBBggQJ4sTLbjQsIlOAWUCLqr68luuekNRgJUiQIEGCBAkSJEiQwBdeTg3WuHawRORoEVkCoKo9qrot7VyJyDQROfqVDjZBggQJEiRIkCBBggQJdhaMV0UwBXQC71PVuzOeOxJ4SFXHbjrjCSKyA9jkkWI2GTLxESLh3rW44+ZPuHct7rj5E+6Ee1fhT7h3Le64+RNuP1isquNqTTVeFUGAp4E7ROR8Vb3qlY3LD8b7Zl8pROTx8W4JJtwJ96uZP+Hetbjj5k+4E+5dhT/h3rW44+ZPuOPHy3GwPo8JXXxHRPYEPqGqubsEJkiQIEGCBAkSJEiQIMEuhJfjYKGq3xWRF4HfAEtF5N1+hpUgQYIECRIkSJAgQYIErz6Mtw/WEFwN1uuBvYGHgKUTPagECRIkSJAgQYIECRIkeDXiZTtYMNQX60hM+OKXEzmgSYrrE+6EexfhT7h3Le64+RPuhHtX4U+4dy3uuPkT7pgxXhXBXwDfUNUNGceLgR8Ae6nqm/wMMUGCBAkSJEiQIEGCBAleHXjZjYYTJEiQIEGCBAkSJEiQIEF2hIpciMgiYLuq9rvHOaGqmyd0ZAkSJEiQIEGCBAkSJEjwKkPoDpaIDAKvUdVHXaPhnFtdcTYaTpAgQYIECRIkSJAgQYLJgFwy7R8E1gUeJ7mECRIkSJAgQYIECRIkSJADSQ1WggQJEiRIkCBBggQJEkwQXpFMu4jMEJHDRGTBRA8oQYIECRIkSJAgQYIECV6tCHWwRORtInJFluNfBeqBR4BNInKTiORKNUyQIEGCBAkSJEiQIEGCXQK5HKOPklF3JSJvBS4DngN+BuwNfAR4AviepzEmSJAgQYIECRIkSJAgwasCuRysg4FLM46dDfQAb1PVWgARAXgfiYOVIEGCBAkSJEiQIEGCXRy5arAqGVYRTOOtwL/TzpXDH4E9J3pgcUFEXlFdWoIECRIkSJAgQYIECRLk2sFqB6am/xCRZUAF8HDGeW3ATtEDS0TygQ4RmamqvXGPJ0qIbUWeA5wOzFbVA0TkaKBKVW/dBfgrgOOAalW9UkTmAXmqWuObO2Q8R6rqIxFxVQOS/ltVt0XBu6tCRPYBGlW1TkTKgC8CKeA7qtoV0RimA2XBY7vCdReRhcB8Vc28j0XBvRvwX9gac567pxao6qqI+CsZfc3XR8GdZSyRrW8JooeIHAS8HpjNyHvL12MblGeIyOnA06q6SkT2An4KDAIfU9XV8Y7OPybbNReRd6vqbXFwp5Frt2Y1cFLg75Owmqx7M85bCtRN8LhigaoOAmswR3LSQESeioDmG8CHgOuBRe5YDfClCLhj5ReRNwAvAmcAF7rDy4BrfXPnwN99/WMROVVEfhY4tB7Ygn3eW0TkZF/cY0FEfhgXt+P/QgQ0NwMz3ePvAkcDRwHX+SYWkbeIyHqgGbve6Z8tvrlzjOmuCDgWich/sPva392xzO+BT/6TgEeBfbFAEsAs4AcRcL9dRLYC24G1gZ+XfHPngLf1bSxEMd9ycDdFxLPUCZC9ICKbgz8RcH8Y+A/wZuz+vT/weWAP39w5xhSFDXUZkL6+38W+7/8Efuyb2K1vN4jIkyKyJvjjm9vxT7przugSp8iRawfrKuAOEZmFOVAfwMQt/pNx3nHAM15GFw9+A9wjIj/ADI8hoQ9VvT+mMV0VAccHgINVtUFE0o7FBmC3CLjj5r8aOE1V7xORZnfsEeCICLjDMMPj//4YcFHg7x6GDf7/B1wA3OmRPxdKYuJN463YzdEnlqjqi27X9hRgH6Abm+++cQN247nFcU4GPBYBx3VYOvvrgUZ37G9EVzv8Tax2+QnnbAE8BRwUAfePsGt+o6pOlmvuc30bC1HMtzBEFby6CSvx+DwQya54AOcDb1fVB0WkWVVPFpF3AO+NeBxBRGFDzXFZCVOA1wGnAv1AQwTct2HBo68Tz7o+6a65qi6PizuNnI2GReTT2Bd0FuaNf1RVXwo8XwWsBL6qqtd7HmskEJEwI0dV1Zux79ITzwJ+E0d6oohsA3ZT1R4RaVLVWSIyDXhBVRfuzPxuQSh3j9PcecAOVfW2m+mu+X2Y4RXZNXef9QJVTbm/t6tqtXucB2xR1fke+QXb+d7kdo0jh4jkpd9/DNx1WGRvH+BHmaB3hgAAIABJREFUqnqYa3XRpKrTI+CeF/Xn7ubVG7Ea3r4ouR1/I2YApdLfcXe8RVVnjvHyieAPcqbXmAJgu6rO8c0NVGium70f3ljWN8cd23xz7/si4PK4Sg1EpA2YGccaJyJt6XUs7HvniTduG2od8DZs9+ZjqnqsiJQCW9P2hUfuVqA8xntanNd8DbDPZCzrySnooKo/VNXFqjpNVY8JOlfu+VpVnb2zOFcAqro05MfrToozeL4f4yT5E/B9ESmGISP4UuDuiPj/HCP/CyLytoxjb8F2bL3BXfOlvMKG3/8HzAAKA+OoDjxXxPBulhc4Q+85MtpARAW3KHem51oMuAm4H7gR+KU7dgjR7GBdBZzvvl+Rwd3474rDuXJIO7VDcLVw3lOmHJ4Skcxo7inA4xFw34ApAEeKGNe3WOebe98fx3Yv4sK/MCXoOFAjIkvc4zXASSLyesDrtZgENtSlWMuiG4DvuGNvIZoMr7uBN0TAE4Y4r/kgMMUnzytF0iA4C0SkEKuJmKeqvxWRqQCq2umZ+m4ROUFVo3JqgjgPM/haMeO7A6u3e39E/J+Lkf/zWFroH4ESEbkOOIGRNYi+cAlwrYhcxOiUVF/RqHXAa4B/ZHnutVhNlm88hamPRl78q6qDLje9Aohc2EFVPycixwL9qvqAO5zCvgO+8Tvgr8BXRGRE6orvIBLwLxE5Kg6BCSzt8x4R+RZQ4ArSvwpcERH/Z4B7ReRsoNTVAR2MRbx94yjg0yLyZSCoAIyqHu2ZO471LY0459uvsF6i3utvQrAR+IuI3Mnoa+5bdOBKrEfqRqy2+nYscPdpz7wQow2lqr8UkVvd43Ra5sNEkyb3aeAht4s2QhNBVT8YAX+c1/xq4FYR+Saj15hYRHzSyJkiuCtCRPYH/gD0YmlUZSJyHHCWqp7mmfs24ETgf7Gi8+BEicTREZG5mMjEFh0px++TM50ythlLR10cJb8bw3xM5GIx9tn/WiNQEBSRtJER/CIKttHjRZ3Tpf5+HHi3qj4XOH4g8FvgWlX1WnwvIpcB/43t4GTO9Z/75Hb852M3vslUa+kdIvIM8DSWsz8iV19V7/PM/WNMJfQuRl9z70pTrvbpIwx/x3+iqr/3zRvgn4bV4KT5f6+qLRHwnhX2nKre6Jk78vUtwB3bfBORfwNHAluzcPt2ahGRX4Q8pREZ3MGxFAFFqtoRAVdsNpTkaPHjO5jgAjZ7YJlAmev6hVlf5Hc8UV7zsM/W+xozFhIHKwNuYbxOVVeka3PcDtYan3UpjvuisOdU9RIPfONK3Ygir1dEOoFpceUQxwURWRz2nKpu8sh7LXAutltVC1QDS4AbVPWjvngD/A+EPKWq+uYI+GOptXTcDxKSHunb+Iq5NmPSGH0JokFc65vjjm2+xenUxoHJYktEbUNlcKcIX9d9BxPasYyrdp88Y4xhUrW6mQxIHKwMiKnIzVJVzVaYHPPwJhS5FoT0KUQUBXCO7TkaUb8IEVnBOGqAIoh6HaiqsahwisjemKzqbExZ7T6NqCfProwsxlcV1qLg16r6Dc/cKzA1udhksqOCiIzLiPa1Yyoif2N8a8yxHrjPVNUV7nHo5+B7tzjO9S1OiEi+xiTgExjDMmwHbz62k3ZzZh39BHJNGlsiLmQJJlQDXwbuVtUbPHP/BzhDVTf65MnB/wYs/fxx4P+p6jR37AuqeoJn7pOAe+L+vmVD4mBlQKxfwrmq+rgMqz0dAVyjql5lux33jcBNqlrvk8vxhUYXg/AdaXRjiTRlLFekK4gIol47sDqgFZj60XaffI7zUFV9wjfPGGO4CjP0n46J/zPY5x2FhO6YEJE9gF+o6us989wKHA88yOhcfd/BhDux9e2PqupdACDHLmkQ3nZMReQj4zlPVSe8/5mI/ElVj3OPY9stjmN9C3BHOt8yuOuxfne/imOtFZETcC1ngE1Y2v/xwJmq+gcPfJPClojahhrHeGYAj6nqnp55LgVOA37B6HU9ipT7pzBn6r5A5tcUTCl4rmfuZ4B5WHnDCp1EDcwTBysDInI8pgLzE0z84HKsWPVcVc1ssjzR3KdgTsbbMBWgFcAdqtrjkzdjDHnAXKAuyjSiuFPG4oKYVPM7sev+DuAhrED6Dh0ulJ1oziFJVff3w6p6lA+uHGP4IXZD2MGw8RVZKoHLWT8GE/pYgdXDxCbzKiIlQK2qeu0PFHMKzXnYPF8M3IrdDB/yyZkgXsSxvgW4Y5tvInKI4z4daMHWmBWqGklDbxF5Dvi0DovoICJvxALF+0UxhjgwGWyojPEsBJ5V/zLtcafcx9LqJsB/IMPft07suv86rh29oXElDtZoiMjBWH1Kuhj5p1FGocSaO78HmzD7AXdgk8Vb8b2ITAeuwQr/CzCJ2VuwRbrVF+9kgbv5vJ/hdIoVwZtTRGOYAbwbU95ZijX7vU5VM5t7/1952lV1WuDvZt83gJBx5GNG1xlYdPURho2vKIpjK7D5/t/AcizF4Veq+i/PvJkpW6WYZHe/qkahKhcrRGRf7DN/Hybjm3aw13nkPBbYqKprAsf2BBar6t988WaM4XTgTEauMTdHwR0Yg2DpWkA09bUB7kjWtyy8kc+3AHcecKzjPwF40vH/Vj2qErtShzmqOhA4VgA0aDR9307EZMNnM3K+RSXWFYcNlVl2UAocjV3rT/ninQxwKYrfUNW/BhysY7EeuW+McByCBU6/h133/2BN5m+Ocq0bgqomP4EfTFkt2/FTIx5HCbY4PItJl6/F+gu8xRPfLzEDc0+g2P2+DUvjivoaCNY7JQ8rkvTNdw5QD3wTUxm7HBN+ODfC91yGNUn8O9AE/BS4EJM9/dEEc7Vl/N0U9TXOMqZ9sX4hKUyi/2fA/Aj5D3D8g+4z/xpQ5onrgYyfe4DLsGawUbzXt2K79He7vw8D3hzDNX994DNvdXP/QE9cL2HF18Fj8zDxoije6xcxQZlPY+0fPuXW9PMj4J6POTON7rMe+onwWke2vk2G+ZbBuxi4IHAPv899Bmd65HwA+FLGsfOBf0Twfi8CtmM997rc7zrgh1HNNzeOqG2oizJ+vuCLKwv3nPT9CsjH+t69nwjsJ8d5FNCApWd2Y07NNuDwCK/37u5zfwl40d3Dz8QUJe+Icu4NjSkO0sn8Q4bxGTju3QjFHIu3Ab/G0gr+jEXdStzz/4WlEfngrgVKM46VYamCUXzusRkBbtE9MOPYAcBLEXC/E9spbMWaPb8XmBJ4fhbQMcGc3W7heb/76cj4+/0RXfPpmLjDA+66Xw/8P2Ah1tvi2QjGcAyWt96E9V07AzPEbgcejOJziPKHYcP+y0CrO7Yv8FBE/HthDTnXAauwXlQLsUaR5wEbPPG2ZjkmYeu9B/51wO4Zx3b39X4zeO7G6hMOcuvMgW6t9R5AimN9myTzrRwL1v3brW3XAq8NPH840OzxfS/HDM1tWGbANve93zuCa74J2M89bnG/jwD+EAF3bDZUnD/uGh/sHn8beB5rx3FVhGOYhznxP3L3lwUR8X4C6zfWiPWdOyrj+VKfa0zOscU9MSbLD7Cb++nA0hd2C/y8BdgWwRhqgZVuks4LOecBT9wbsXSZ4LElwOaIPv84jYBGoDDjWDHQGAH3c1h0uzrHOedMMOe/MZGDsJ9/RfC+bwfagT9itVjFGc/nAe0e+b+L9b96HvgSGbtluGbXnrizBmuA+gg+93XAEve42f3Oj2iuP45FOX8EHBlyzgZP3E+RsUsHvAl4xvf7Tl/btJEXOFaK1Sj45m4EprrHaYN3FrA6Au7I17fA/41zvnViO9PvyVzbAuf80vNnX4AFi94DvC7zHueRtzXwuD7NS5Yghwfu2Gwo978/CPzN3Vf+hgUQJYL33Zzmcfe1Re47vj0C7nysljnrPI+A/x4s9TiUHzg2jrElNVgOAZlRyfJ0LXCJelB7yhjDYar6uE+OHNwXYLsX38ciUIuBz2F1ApdFwN8ILFLVThFpUdWZLo/6IVVd7pn7LqzJ8ZdUtUus79m3gKXqWWJ0V4WIfAHLiQ9tJi0ipepP6OMaLP31sRznLFcPbQMya+DcsUIssuq1INipm1Wr6mAgV34KZmhWe+Y+FYti9/nkCeE+CUtfuQG3m4Sl0ZytqndFwH8TZoicj9X1LsJSkkVVT/fMXQ8sVNVeEdmI7Z60YfU403K++FWMmOfbXFWtG/vMnQ8i8iSW/vi8iNwP/B5zAC5V1SWeueO0oa7E0n+vZli58TNYKvb5nrkbsCygPYFbVHVfV//XGsV3XEQ2ActVtXvMk3chJA5WBkTkn6r6hpi4wxqc9mKRCG9Feq448GxsO30ellJwM/BzjWCSxGkEiEg1tnv2GixVbBamdnW6qm7zzB3W96gXi0T9ZVe9Ue9skOEGw6/B8sKDWAA879uhF5HbgadU9fKAg3U+cJCqvs8zd9ZmpD7XtQz+I7AI80LMybkhl4M9wdzlWF3CKbieQFjh/UdUtdkz993YOn6niFwHLMPShEtV9U2euWNb3+KcbyISptzWC9SoB7lyERnR3iQMqrpoorkzxnEctvv/LxE5EpOLLwM+rqp3eOaO04aqBw7RgBquUxF8UlXn+OJ1PCuwlPsK4K+qeqmI7Afc7jtA7fg/iAl6XIR9r4fmoe/vm4j8KuSp9Brze42r12jiYI2EiPxQVT+d5fjVqvpZz9zBZn3CyMUyBfwBW6R2OoM7TiMgMIYFOOdSI5IMF5FbgJOBRzGjbyGWr343ZnTvD/yXqv5lAjk3MMaNWFXDblQTNYYwYyC9KN4BXKsBFawJ5k87O6H8qnr3BHOehX2vr8VaP6ShWBH4/eq5X48LJtyNqXvNx4QX2oHjc+0mThB3WDPSASygcwdwkUagIBkXRKQIayxdG9XOiojMxIrdm1w7gM8D04Cr1XNfqjjWtwB3bPPNrbHz3J+NmOELljJXhQkvvFcnsPGvWGPXMaGq/5wozsmGOG0oEVmHOVitgWMzgSdUdfeJ5svgLsZEZPqxrKMBp4xcpaq3+OR2/GknKvh5R9Jc2mWjnIld2/QacwJW+zkTOBH4qKqGOWL+xpY4WCMhGT2CAscbI0jf+RDwRuBihtNILsCi3f/Eihf7VfVUT/wfxPoIpHewbiG6HaxMI+ALWNTLuxEQ4H8nw+/9j6raEgHvrZiE6J2BYycB71PV05xR/jlVPWgCOY8Z6xxVvW+i+ELG8EVM4emHDM/1T2DKlU2YEXinr9QKscaMZ2FpY+lF+f3ATdiN4UPAd1T1Sg/cXlIPXwa/YDvEi7H3/mhEUf1PAO8CrmD4mp+P1eG9iEU/n1fVcyaI72uqerl7HLaTgqp+fSL4xjGexcCpDK8xt/vYycjgzAd+DnxYY+jzFsf6FuCJdL5lcF8AzAC+rqrd7p52MZaVcTUmI727qr51ornjQI6doxFQ1fWexxGbDSUin2J4vtVg95QvAndhAi+A/88gDkiORtMRrHH3YiU8/wkcew0mG/9WEXk7Zkd638kbNbbEwTLIcG+aa4BPZjy9GybfvpfnMdQAe2igKZ6IlGJSwgtcmslLqjrbA3dm/vBiTFLYe/5w3HDpHHdgN9107vRyLLLq29FoBWap6mDgWD4mQDA9+NjnOKKGiDwPvDWYgiki84F7Xf74XsDfVXWhJ/5HgA+o6qrAseVYXdaRLp3sZh+RR7Emy7dooOmpiLwWeE8Eu+R3qepJWY7foaqneObOGeF11/8JVa2aIL5rVfVj7vEvQk5TVc3sSzbhcPVAN2LS4Ok15i3YHLzdM/d2rL7V6+5oCHds61vU8y2DewdW6xjsQ1WIZUfMEavzrVGP/QdF5CBM5CKzF9WEBxRkZA37qF2MALfv3Yw4bajxBKm87ehIzL3H4oJbYyqyfNcaVHWGCyi2q2pZ1GMriJpwEuNM97so8BiG03fOimAMeZhyXzC6vQgrjgZTJvJ1zT7A6Pzhe7DGiL52EUKjykFEEGG+Bovw3po+ICLvxtSnfEc91gEfc2NI46PuONhi6UXoIWZUY4qdQXQynFazBtve94XlWHpcEJswWWdU9VERmeuJ+3RshzaIJ7BicK8OFqaclw1v9MwLViNQiqmEplGKRfrBxIRKJoos4FzlYc1d/xPHLo7Dt4ETgwEbF9j5Gaao6RNXAZeIyEUxOFlxrm+RzrcMdGK7xMFay0MZfq++61I+jF33e7Fm7n/GGh57EXRR1aF6NxE5GwseXMxwsPbrWP8v34jNhgp+BlFDRC7Cvle3YIp612H19L+NcAxxOXhPA5e79a1HTLTpYqznHcBSLCsmciQOlkO6zkdELlPVC2IaxtXA/S7augXLUT/bHQc4jtHF8ROFdveTeazNEx/YFvpkwDysyXIQd2LNMH3jHOAOEfkSsBWrixnEiuHBDP4LIxhH1LgbuEtELsfSKRYAX3HHwYQgNnrk/xfwCxH5eoD/YkzCHhHZH2uW6QOKGQJB5Gc5NmEIBDOKsgQ2dsMMId/4FfA3EfkBw+vbZ7CdHTAD8MWJJlXVlNu5i1MxbyaWohTEgwwb+z7xKazu5zy3sxLcUfAqeEC861ss883h68C9IpKuC1mA1YV8yj1/DH4d6/OBt6vqgyLSrKoni8g7sD5kvnEpsEyHFeVeEpGPYEGzX3rmjtOGihMfxDJCVorI2ar6ORG5GUuP9I6YHbyzsNT+NhFJi5Q9jvW0xP398QjGMQpJimAOuK3FoCceRZ3C27EJOg8z8G71UQCchXdXzh/+Hyxt4IeBY5/CbhKjBE888BdindDT1/x/40jniRKBKFN6rm/D6q++oSaVXwUUqepmT/yzsKaEp2DOzQCWJvopVW1wKYrT1IPkr4j8DtgAnO+M/zzse7dMVU+eaD7HmU6ROwNT9UojvUN/g6qu9cEdGEMe8GEy1jfgp2qy8VOwe9KES/2KyB8xmeiHJ/p/j5P/Yiyg+Q1V7RMTu7gQGFDVSzxzh4ofaASCB3Gtb3HON8e/D9bYNs19u6q+4IMrC/dQLblYC5Q5bq1pUtVZnrm3AcdkpF/vjYn4eG0F4bjisqEWYXV9B2P140NQ1T09c7eq6gz3uB7r69gfPO6ZfxPwTufgpdvsHAFcoKon+uZ3Y1iIu+a+7IaXi8TByoCIzMNSw44mI0XJd/5wnIg7f9iNYRmWPjUfi3berBOospSD99/AkZihmY6yVmLd0YPR3qN9j8U3RGRzOmotIter6ofjHlOccEbYHKzha1Ry4Quw5ojVDNfjbAdOUM/qlSJyrqpGsTM7qSAiP8bWlruwyHbwe+1d5EJEXsJSl/qBHVgaTRHmaA/BtyGWYNeAiLwAHKeqG0Xkf4ErsabLt/moOcvg/iJwHpDeRVqIlSBcrR5EgyYLXF3vaixQOMJpj6CWO7beY44/VgdvsiJJERyN67A86WOwlI6jsUj7n3K85lWPOPOHAUTkBCyyfg/DtTCPi8iZqvoHz/Q/JZp0wMmAUhEpV+u9814swrvLwjlVkbY9UNUaETkEk6tO92TyquTniupJO1dud/4cYD9sR8G7lG/MKMGMDrC0oaiRKZwUGdxu2QWMVoi9PCgGkGCnwpXA3lia9TewdMQiTLjKK1T1OyLyHLaLdDAWPPpgFLtIMWM58JqoAnUZuIDhVgBfIdB7LCL+dSKyr6o+D6wEPiYizZiTt8si2cHKgNtOX6SqnYGtzlnAQxqDzOOuArcgf1pVHwgceyNwjaruF9vAdjKIyBVYHUAdtnOSdStdPffB2tURTJtS1d8GHKBOT3z3AL9V1RXu7+9hUeX7scLkb6vq93xwJ4gXInIDFrC6nGHRga9iadHeFRQTxA/nZBfpTtxjLm6IyK+xVOsHxjx5J4OMbC59BFYTFUlz6cmMxMHKgNveXKiqvSKyEVMCasMkH+Mskt6p4aIdczKkNguwz92nmtwuBxFZgqUr/QkrvB4F3ykNuzKcgMYfsKbGC1S1zN2gzlLV0zxxbgf2VtUWZ2w1ACep6gPuhvirnTmAFFZ7IiL1qloZx5iiggsa7q6Bvn4uaLjWdz1OgnghIpWMrgfy3YsqTB043cT9L+qh0W/cSAfiMYXMEe/PRyBDRJao6kb3ODQgujPWzb9akKQIjsYjmNLMncBfMRWUbkyVJIE/PI01l/124Nh57vhOBVf3MyZ8pRq4RXmjiJycOFKx4FqsAekKF1gAS0f2maZaGjCwD8PEFR6AIUl678XnMaMw84DbRdxp62oDqMXkyYON00vwpJIZ9/qWYEjo4QZMPVICTyn+5/yewMnAowzXYB2BKcSeAPxYRP5rJ0wZ/AWmkLmKjBosT3gOSAf91zLchyyIKK535MjlUAYRt3OZOFijcSbDcsmfxfrVlDEs8zmhEJEVjGzMlxW6kzeLw3ql3C0in2G4A3snITssr3IMkPuap5szel0YVfWvInImNufTwiIr0mlkEw0ZbuY91rh+7on/zePkv98HfwD7Ar9O0znOThHx1ZMHYJuIHKCqz2Ly1A+mnxBrvuqlP1SOaPYI+BKaEJEHsc94ioj8K+PpBVjEeadDxlxfAfzFqaWmFWI/gcmY+0Bs61vc8y0wjtgU5Rx+hMml3+hLJTEH8oD3quqd6QMichLwPlU9SkTOwlRTJ8TBmkQ21JuxlO/MdjdeEMyoiruGPgaEOZRBxO5cJg5WBoJpFG5hutQzpVdp5FcLVHW1k3JNy/luAx6JQs43BiyNewAAIvJl4ENYQ8p0bcaFIrJAVb/lgfLMsU9BAS8OFhbRHQ+/7/qzjVjT0aFdcZem53Mt+C7Wl+ch4G0M9yHC/f2sJ964e939DLsJH87I65+Wp/ftTMeFbHP9qxl/f4SRGQMThTjXt7jnWxq3YYpyXyea3YxMlAPXaTw1IG/DBFWCuAdz9MGCS/8zgXyTxYZ6FhOaiMTB2pXxanEokxqsDLi6n9PJHnnaqRTXRGSEXHEY1H8zSgBEJJ+RDtbDqjroiWtSRDrjhIisx/qVbAgcWwo8EIW0664KETkeM4B/gqXFXo41aTxXVe/1yPsGLD3wEVX9d+D4iUCzqj4Y+uJXOURkuaqujpjz+vGct7PdVxKYbDVQHlcapIh8B1jlKxtgDO4ngZ+r6jWBY58AzlHVg0VkLvCMb7n4qCEilwKnYamCmTVYXq+Du29fDhzEaLs1EvstwWgkDlYGROQWYH/gz4zuZeCr43yQvwhTfJrNyCbHEx5plRwNKIPQaJpRHoDJKBdjqWoLgB7gZFV9xgPfL8Y+C1T17InmzjKWEzElt8xr7jWlwQm6LFHVrsCxqcBGVZ3jkztjHJE39I4bInIwcC62a7gFa376RLyjigYiMo3Rc917rryIHEt2A8RXeuK4doFV9Ss++DPGEqlqZQZ3LOtbgD/y+RaHolwgHRbsvR6J7ZbXBs9Tz/0cXQuKO7D0rHRfyUHgFFV9UkSOBvZST/34orShMnjDrrWq6rjS0/8P3P+LiWv8BmszFCT3Yr9NlpR7tynycbKvMbH2Lk0crAyISAumIhj5Nq+IvA5LLSgGpmPqhdOALTu7bLaIPA7cDHxfVdUZ3Z8DzlDVQ+MdnT+IyEXY7sUtWMrOdcD7MEltrz1LnBEwBfgSJte+GPgm0K+qZ3jmng9cQ0wNvUVkOtbfLtui7C3i53Zpfw58WFW91D1NVojIPpgBcCDD+fPpGjSv11xErgHeAzzASANEd3ap8jhUKwPcca5vcc63SBXlHOdZ4zlPVW/0wZ8xlkLgNVgz9e1Yrz3v6f67qg0lIm3AzCiDkyKyYeyzUN+fu6stfTNwPbaL9zWspv8WVb3YJ/dYSBysDIjIf7BizE0xcD8G3KSqV4lIs6qWi8jXgS5V/W4E/AcBr2e0wek9Tc4tEOXBlEBnjDar6nTf/I4vjkjnJuCdqrpShvuuHQFcoKoneuaegSnavRsrTB7EGlJ+Qq0RsU/uuzFD91tkNPT2FdnM4P81tkt6FVYT8N/AF4HfqepVnrm3Y732dsb6wlCIyD+AJ7HGpxuwVgHfwnoM/jr8lRPC3QQcqKpbfPKMMYZ8rL4vc43xKrQhIv/G6nFWBO4rU4E1qjrfM3ec69s/iG++3QXsQUyZMHHCCVX9RlUbYuCO1YYKjCPSrAyxPocX7SpZEEGIyFaswfPmwBqzHFvzxpWl5W1siYM1Ek7+8TrgXkZHnnypLqW5h/K2A4tDEbAhghvhhzFj817gHdiN4VjgLlV9n09ux38LFtUMKg+9CzhNVTMLZieaO85IZ6uqznCP64H5qtofPO4bbou9EqjXQB8yz5yxNvR2n/XeqtoY4J8P3K2qh3jmPh/btbtoV3KyxCTpK938Tn/mU4GVqupVGEFE1gCHxpGZ4PiPxCLrFVh0vcf93qGq8zxzNwOzXGbAUD8wCekNNsHcsa1vMc+3diJUlAsZwwexevJ0TfMtWG2UV6PPOZfHAP/AlCrvimq3PmYbKtKsDBlZRz4Lq/+6k9EpoTttHTmMWt+2Yz3/ukSkLargfBgSFcHR+AC2i1POyMiT4k/WNo1WbFu7BdjuDP9GMmoGPOF84O2q+qBbmE4WkXcA742AGyxf+xYReYLh3hmHAneJyNDnrn7y9n+MpQ69iYxIpweuTKwTkX1V9XlgJfAxt2B43UEKwjlV26LicxjE5JwBWkRkDpbO4fUmGEAe9n0D6HC7eduxqLNvfArrT3OeiOwgIDTjMz1xEqAH60fVDzSISVk3Y06Hb3wP+I2ri8oMnEXRK+UH2G7xFUATZhBdCtRHwL2R6FUr04hzfYtzvsWqKCciVwInYe1lNmFtT76A1Sad75NbVU8SkQrMdvgccJ2I/A5rZp7ZKmGiEacN9RMsK+MYMrIyPPFlKmbeg833yJU040q5d1iFqcQ+iq1xF7uMqK2eecdEsoOVARcBOUpVV8XAfTXwqKreJCJfwFKW+oG/quqHPHMPeftud2GOiwJ5j3LGwINnAAAgAElEQVQ6zovGc56qXuKBO85I53FAh6r+yxk9N2E3g0+o6u98cscJlyL4c1W9U0SuA5ZhAY1SVX1TBPz3Ad9U1ftE5GYgBXRguxyHeeYOTVtQz4IyEqPalIjciqWA/lJErsB63PUCm1X1XZ65w1J01PcuteNvxaKsg4HIejGwVlW9GkQSk2ql4w5b3z6uqnd45o5zvsWmKOf464FDVLUmcGwh8KRGKGDkeA/AJNr3wwn6AD9Q1Q4PXHHaULFmZcSJmFPuDwcG1QRUlmGBrGnAFzRmZdzEwcqASyU5WCNQVxrHWF6HTZS/RLCt/wJwnKpuFFOkuRJoAG7TnUxONRMZ28prsYLJZmBr3FvMOyvEmtvmqWqTWIPdz2Nz/SpVrc396gnh3w1b/9aJSCUm7jENuERVX/DNHxckBrWpkHHkYWIH07DIduzrrU+ItcTYV1XbRGQ1trvQCKyLIhVYYlCtdNf4jcC/VbXPJ9c4x5KebzdqQDnVE19sinKOfx3mYLUGjs0EnlDV3X3zO75jMEP7JGxn4UZMTOkzwFxVfX0EY0jbUH9V/3VQ9ZhAWq+IbMR2VdqABg00BZ5gzn2xGscrszx3Ppby7n2zIM6U+8mMxMHKgIh8DKs9+jYZ6Ru+U0lE5IeaRVlJRK5W1c965v4AUKeqf3apgbcDRcBnVPXHPrnjRsyRzqw7hCJSr6qVnrlna5ZC5LDjE8z9blW9LcvxU1X1dp/cjudIVX0ky/EjVPVR3/xxQWJQm3K8+cB9wNuiqscIGcdCrA7o4Yh5f4wTVxCRrwCfBPqABz2lPad5Y1WtFJF2X8blOLi/oFmEDUTkPFX9vkdeAZZi949IalqzjOFTwLuwlNQaLG3si8BdBFLWfNg0IvJdLD2wFSur+LWqbg08X4iJV01o2p6b62uAfWKa65FnZYjIb4Hfq+rNWZ47DXiXeq5hd1wNQJWqDohIDbAvlh7bEkWQWkwyfkS9oare55t3LCQOVgbiTCWRkKI8EWlU1SjyxoOcRUCRj238yYwYIp2jDBB3A6r1fc1zzLcoit9j454M/HFBYlSbElOUW66q3WOePPHci7A2EAdha3mZiJyK1Z2eE8N43oKtMXf7NsIlRtVKEfkjcGnUDq3jjnN96wSmRR3ICPCPh9eLTSPWEuFGVX0sxzleGn+7DKTDgzt3USFHVsbVqrrdE+dmYE9V7cnyXCQpyI4rzpT7z2OtZn7BcL3h2cCVqvo9n9xjIRG5yICq5kXNKab2A1AQeJzGbliqnu8xPKWqB6f/dikdfSLyuO8vSNwIRjrdDfHX7vh5gJdIpww3hZwiIpmFvwuIRmBDRh0QKcMWRz+ElpoHkCdWDxQcw25YYbo3OAda7OFIKV1gd4aFN3ZWbAT+IiJxqE1dAlwrVm9Zw0hxD9+G6HXAHzEBo0Z37G+Y+IVXuMj6c1jqeS+Aqv7dN28AVwGXiMhFMThZm4A/iynLbWHkNffV4DmdgpcvIm9i9BoThfDEU8CewIQ7EeNBHHZMgPuT4zjH1+dyNXCriHyT0WuM1wwkVW0JPO4GLvPJ5zALE4zKhhQm1hYFzmX4e/YZLOV+JhBFM/HzgDer6sr0ARFZQUTrey4kO1iTAIF87dcDwaI8xQpkf+A7AhiykyJA484c0Yd4Ip1iTSEFK8j8aOCp9DW/35cxJNYgULFIz+aMp2djhalne+JOMSyFn4la4GJVvd4HdwZ/NqSAyzXi5oQu2pmKIq1FRH4R9pyvax7gTjtRwc9fiCY7IKtwT7pewCe341mL1cS0+ebKwr0FU60cBCJVrcwx31T9NdxNN0DNXN8UW2OuUNU/+OAOjOEyrP7ol4x2LL2LXATGEXlKrNstvgg4mNFCOnt65o4zA+kOrIb4wcCx12NlFqd64nwO+KRmqZ8VE1P6karu54N7skCsD9buwV08d09dq56l+cdC4mBNIojIZap6QcScaQn004DfZjy9BJsj3otR3VheT/ZF+Zue+NKRzruB4xkd6bxQVRf74A6MwUuqxBicx2Dv9Q9YvVkaitXhPR/BGP6pMTQBFJHF2HtPy+imoVhPIu/pa65G4VZVfVRE3onVOyrW8+1u3/xxwX32WaGeG7uLifi8S1XXpB0sMQnnW1T1AJ/cjv+jwDuxqHZmZN1riwSJUbUyTojIr3zWt43BHbfIRWwpsSLyCLZzdxujmyzHXhfjCy6IU6mqg4FjXtP9ReTTWNuP9wbTvkXkEOz6X6Oq/+ODO8tYjiW7Oq3XzAgRORcT07mY4XrDC7F7/FAwI4503cTBihkiIuougktfygpfk0OG5dG/im3rDlFiOym3qWqTD+6McfwP8B5sB29E/zFfN8nJEOl044h8YXJpS9djcsmxiQ7sipCRqpWPYIqdrVj0c38PfEtUdaN7vFvYeb5TaALjyQPmYs58JDc9l3r9Zay/3Q+Aj2Br3hWq+psI+GOViY8TYtLJp2M97rYCN6vqSxGPYcS9Na7aqKggIn/G7qVXYFko5WK9/p6NIGg41OzXJ88YY1iEzbcaVd0SEedWTEmvLXBsJrBaPSoxi8gPgY9jO6XbgWqszODHqvoZX7wZY7gGs98eYLQ6bVSZETA6Oyb9dyzrbOJgxQwZ2X8qW/pSVCk0b1PVv/rkGIO/CdjPdzQ3hDvOSGfYwuQthSbAvR2TlY2k7khE/qKqb3eP0zVoo6CqR2c7PgH816vqh93j0KbhvueCiLSq6gyxZpyr1fWlCUtVnQC+ofTfHCmaUawx04FrMIWxAqw/zS3ApzWConQROQlzrBZjAZXrVPX3vnkdd3HYc74DHC6KfgFwJsMqWyuwdFiv8ukicgLWEuAehgvQjwfOjCBN7xDgR8ABwJT0YaLrfVaOZQikHcu7VTWSBvJxpsSK9US6QVXDdvF8cldja8prsFrLCuBhbIfH907xz4ES4CNq7RimAz8GBlT1A56598AaHFdg7/s+VY2ikXiavwk4MCpnNoN7XAED31kS2ZCIXGSBuyEdBcxT1d+KNZ1F/fRq2Tfw2GtT20yIyNE63Fm9P5AyNwKqen8Ew9mCSaNHjqBBHUOk833EtDABPwQuEpFLInKygk7NzyLgy8SGwON1MfCnsUZEzgD2wApxEZHZZKTTTBQ0UFupMRa/Y/NtKtZwdBPm6Fzujp/lg1BE9lHX10xV78JkqiNH2okS67mWjqzviIj+SuAIrNYz/blfCEwHPueZ+5vASUFjW0TeiDnavrMDbsTSvz9IRlTdN0TkNZioymrsMz8euFpE3qmq/xvBEOqw9WVNYEz7MLrm1gc+DTwk1osrs8my16AhVtP8DNbTs9PZbt/Emmyf6Jn785hAVrNzcGcBf8YCG17hnKnIHKosaABaxjzLA+JwnMaLZAcrAyKyP7bw9wILXO7yccBZqnpaRGMQTGygQT1eIBFZmS6ADKTLZUJVNTStaALHchiWsnMzoxflTJW9ieaOLdIpJit7qKpGoWyVyb0BSyXoxz7zYF2I92u+q0Ks8/wPsD5IH1JrdnwGVh/h/WYcF0SkFthNA60PxFQr16nqXE+cvcCzmHN/k6o2jvESL3CO1QrgLVjz0elYX7AzVbUu12sngLsGC+I0Bo7NBp5Rz0XgItKM7aQMBI4VYPc23zspbcAMn/fQHNyPYCm/twSOnQZ8QVUPj4A/tpRYMcXIPTDnIrMG60LP3A1AtQYEotzu8VZVne2TO8BXhdUBbVHV2rHO3xkgIh/Baky/xWj7zXf/2BmYU5+tfv9Yn9xjIXGwMiAi/8ZSR1aISLPLXZ4KrIngZjQTSNciFWIG2G2YCo33Oqg44b6gVwOdjK7B8q109RwW6VzB6Pxh38X3cS5Mx4Q9pxEUIzsjYERzQKxRYySLkkzS5oQ+4YzbjwNvwII4Q6mCvlIzA9wbgTcEv1MisgT4l6/vuEvDPB2LIh+IGX03AvdElRrrxnE7lrpzvqq2urX+Cqwo/hTP3FuBA7I4WM+q6jzP3A8Af1HVbweOnY/tMLzRM/eNmFMdeeq7cywrghkQru61QVUjkc6OKyVWRNqx7J84goYvAaeq6jOBYwcAd6jqHhHwZ6aF3rOz224Qb42piNwL5AN3Mtqhv8En91hIHKwMuIVxlqpqRu5yFM0J78SkdC9kOJXjEqzh77t8cjv+fFxqJLY4PKIBRRzP3I2YilqU/WHS3HFGOnfJ4ncRuRI4CXOq07UZn8HqFM6PgD+25oRhqbjgPx1XTEzmzZjAyeXA14CPYc7lxZ65L8D6onyf4fXtc8AKVfXeM0ZE9sIcrTOwSOctwK80R0PUCeTegcll9wWOTcFSBb1G1kXkaixF8BLM0F6M1WQ9rqqf9cy9HAteTcXSwBdhQbQTVHWVZ+7fYsbuvxnd8813neWjWIPZmwLH3ovtYO3sfSX/A5yhTlgnYu5zsZTAGxheY87GFIG9tf9w3JlpoYuAvYGo0kJ3STj7bbZ6rid9JUgcrAyIyFPAuar6uAzL+R6ByV0e4Zm7FajSgFS0iJQC2yJIpzgA+D2WIleDpY71AKeo6tM+uR3/ZmCPOL4kcUY644aI7If1X8vczfiGZ956rC9QTeDYQuBJdaIPnvm3Am/Tkc0J9wX+FkFUPzMddw5QhBnbXlMz3ft+japuThe8OyP4OvUsm+9Sn8/G6g7Tu4Y3E+GuZWAsb8WczEVRBDLE+mCdpIEWCK4m5m5V3d0zdxHmUKU/962Yc3mZRtN7rYDhwN02LHDnveGxDCvkjoKqXuKZ+7WYsMcazNheAiwDjldV703kxZTlbglyuTG9JwKn+lKs7csvGJ2V4b0HmAtgjVhjIsrIiC0tVEQOwtQitwSOLcLUHJ8Jf+WrHyLyJ+DLqvps3GPJROJgZUBEjseiHz/BihYvx4qDz1XVez1zPwJ8IBjZc8bPjap6pGfuxzFj5/tu906w6PIZqnqoT27H/wEsyvoNoD74nHoWmogz0hkYQxyysh/CUlLvA96KCS4cgxl9XusNxQqgD9GAepxLm3rCt8HpuCZNc0K3c3wB0K6q3/fMFdyhD8rFe1EwnGwQkaOwXbT3YNL4v/JtbDveT2C7hdczHFk/F/iWql7jmz9OZGRGbAMejiozIkqISLkGVAJdutg7GX7ff4oqXSxkx7QYqwuq9Mwdaw+wuBBnWqiIrARODJYViMjuwJ3qqc+fxKwKHBhHJfAn4BFGO/ReA8VjIXGwskBEDsZufouxtIafaqCJ2wRzBVV19sBSWFY43oVYN/gVqvo1H/yBcbRh0Y5gk7x8oDkKwyuQKheckFEJTcQZ6YxTVvYlLHDwDxmuNzwe27X0LRH/KeBdWB1KujngFzGVtz+lz1NPdWgyyZoTuih/jXrsl+J4HgI+q9bk+G5gFSa6cIaq7u2T2/FHXncnJuN7pvuZizV2vlFVH/TFGTKO4xgdWf+jR767VPWkwN+nqurtvvhCxpDOjCjGds7SmREnRxFZF1MsfD/DNTEr1JN8uIxsufJ3VX2LD55xjqUe250NBpBKgc2+U1LjRGC3NnONuTz4WXjiji0tNCxA5jNwJiLvS79XEQlVgVXVG33wB8bxU0whMrIequNF4mBlQETeraq3ZTnu5eaUI9oThPfIj4jcAvxWVe8MHHsXVhd1uk9uxxXay0AnsQzn/xUi8nusLuIrOlJWdqmqepWVzTAIGrFUNcVSDXzXG47HcfHmXMska04oIu/Aesf4Tk88HOvL8pRYA9hrgWmYEeDV4ZDRdXeLMfUnb3V3IvJPLHjxACZucWcwBXtnRqZxJRHUEWcZQ2yZESJyDraW/ozhmpgPYfU4P/XAV4upRK4CmoEZMKrfXCRBGxH5HdaW4ny1Xlh5WDBrmaqe7Js/YyyzMIfnLPVfZnEDsBeWeZReY74KvBRB0DC2tFAReQH4b1V9MnDsEKz0YblP7rghJqqyp6puj3ssmUgcrAzkiAR4vTm5G89SLMIUmbpVgP82LArwBMO7Z4diOwpDkZ+4IwK+EGWkM4M3NllZtyi/Q1U3icjD2E2pAfi9epLNnizI5dAH4cO5F5EtjNypLcVqHz+uqqENkCeANx/rN/UbjaD2Jgt/5HV3IvIl4NequtXH/38Z4yjEdmgzI+vfUU91p1kcrGbfqUrZxkBMmRFiLTDeraMV5X6nqss88H0M+B62W5f1FKJrcrwAM/arGXYut2PiIjW5XjtB/AVYeuRZwHHYPfUnqvodz7yNWNpzS+DYLCz123twIa60UJeR8XWs5906YHfgC9jOnVdxj8AYjgUOYrRU+tc98z4DHKOqDT55XgmSRsMOIpIuLs8TkaWMjDztRsDJ8AEX3XsOiybHgZXuJ40XgMhEH0RkBeE5vL4Vn4KRzkewm9HNIuIl0pmBZmAfrDliGnsRTdO+7zHc9PUyrCVAIf6bj8aOmHdF/zvj706sDUSbT1JVHRSR72sEheYhaHc/mce8vW8NyIPHjP8BDsGMoHRk/UvYWvORiMYQRzT1T1jg7s7AsRMwtTXfqMDuY0G8iDWAnXCo6rUuXakKU5Lb1wfPOMdS43YwjsTSMrcAj/rePRORQzGn6nTMvrwDs51eo6r1uV47QajFAlbB+2cJ5lz+//bOPEy2qjr7v5dZ5nlUUEQQQY2aICACiqKIYwIOCESMUWMUJ4wDnyLyaTQOoIIkYhIBR/gcEJGEBAQB0WiiKIIyhFlmLrMCwvv9sXbdPl1dffuqtc9uqtfvefq5VadO37W66tQ5Z6291ruqY3tRqUramBAn66XnzvYxkm4jVmgfQXzeb++rJFjSkURf63fpeag30VLzLYVC7nAPVlVV3rnIFaxCKRkaLhUacD3w/tqZAMUMrtfY/mVNO/OREX1QGwJ7Edn22qpHvWY6h2w3k5Ud4ctKwIruCE+M+f9v2hQr6bO2X1seNwnoS/b+dELBsMUq0vHACbZPbmC7ad9dS8pK9VaeOYvqV7bXqWTzAWLlYMAmQ89x/RmDzSojFANvrwLe6RByWYWYN/go2y8Yt70h24+xfUlNG0tLKQ9cTK0gSyG0sDnxXf4ScIrtexViOk/sI8CS9C6iz/HTTJ1j/rb4s3gcQ40bb4VQ1RcJQZdFwFpEP/W+k9zmAFHhRXzGvQh0DdkeVuUdYFdW5Z2LXMEq2F4GombfleWKl8CZwL9J+jxxMVp8A1gj6yxpZ9vfK4+bzeYpNmaISZR66lkFKMZIr5nOLiXzdBlxUXgCUVawj3saeCtpdWAPpuSba65adsvfPlfRzmx0T8SXNrA/WEV6FLDMnDvXYSXg/0k6j5nnmNrlv58s/z5jaPtuwKcGbhBDIyeNm5h5vV2OIcXUMTMfFNtaVka8nijDvL3cAK4NfJ9YXRk7kg62/cHydL+o+p9J7ZKp4suTgaOIa8pKg83U/X6tTMzx/A2xitFiLtFgNfg9Q9tfX34g3oMaN97HEomE55Z+6lWBw8r2XcdtTNJ+to8vj2ftL+upYuFm+qm6mYHtR7WwuzTkCtY8YgmCF3YFkQtJF9jetjyed1mAUsd9aw+1+k0ynWU141+A1zZazdiVKOG4nKk6/c0JFcEz+/ZnoVAuhjsTyYNrmB7k1C7haaaYuZCR9A7g5YTAxyCzfiARACxugK/dDL9Q6PY0E9UQg5Ktav1Hko62/Tfl8b/Otp/tA2r50PHl58SA5+MZKtmquZoiaWeiRHAvYoXyBKIkekvbN9WyOx8o/YbrDPVTr0CIRo299UPSd2w/rzzuXRq/01YDMeZlT+K+abhMb+IqEpaWDLBoX7qUjFxBW5m4IdnC9vaVbQ+k0ncEpmU6XV8q/TpCTrf64M0Rtn9BDBv9cmfby4H32X5cZdvNBmEWW+8CTrf9o8627YBdbf9DZdvNRhIsZCRtBTyRmU3YfQw/XZoeELuyimQLiqDMqPf9S6N/Y2x27wZWq520mI+Um/013OgGTzFT8C8I4ahnEhUhR9n+TAt/+kDSacChts/tbNuRaC/ZvZ1ndZijrWZA9WtaqcJ5P7ALsG7Xn9ol0HORARageaLnX+yvRTQBD+rlT3ZneGFFu6MmgT+CGErax7yS4RW0u4GfEr1Is62ujcNu75nOIft/B6wJHNJ3kFWaYtfxTIWvW22vUdl2s0GYxdZ1RPB+d2fbqoTYRG2p9HkxkkDStsDuwAWuPES92NuUWLV7EjNvtresbPs9hMDE+UzP6FfL8CYg6d3EfLkLmTmjpvYA0mY9zZIeR1xPbyjnlXcADxKqkdVFACQdS0h09yZUtQRfNiECrf16SNw9ETic6Wp2g+TVCpVtH02U+p/CVL/h84j+r8UKdzVKRCX9xPaTRmz/sSvP4GqNpC8QQi6HA18gVkzfQfTQH97Utwyw5g+SdiC+nL9kqmRra2BP2+dVtt37JPD5QstMp0Kye0Oidv0mppeL1W5APwq40PZRnW1vALax/beVbTcdhKmQ891oKMBbAbje9WeAPbGPpMWQzW2JcqGticbrQ4GvEb1oWwMH2/7U7P/DWHz4IXFuO5HpN9vU7jksx9uzbP+spp1kOkXcY2fbwz2ufdj+v8TN1ufpoad5yPb5xGr8ryT9I6EM+1vgZtv71bRd7H+VSNSeQ4h0LaaHXstmKEaPfA34KjPPMZdVtj1rWeh0N8Y/j0vSncNliCV53MdMy2WJ2V+Pa9TqcCOwte1bJN1me80S1J9s+8l9+zPNtwywZqJ2ev4/BA63/ZXOtpcRQ0D/rLLt3ieBz+LH+sx836vW8DbOdM4qqGL7rMq2zyLKIn9N9IU8nJib8n0i2zrwo0b/X9NBmKWc4zu2j+hsO5BIMjyrsu2biPf8eEIls7qEsKQzgbOIUth9gTcQM3HOKYmdY3tYRbqdmInUIpFxJXFstWi8R9I2wEcZnVnv7fzaN5J+BTypj1WbEbZ770vp2L7d9hrlJvcGYhTHb4DLe1qhX5C9lgoxk3ValUb2jaSBcNTLiKCyyyOJe/yn9+DHxcB27swf64uSxNnQ9u8kXUOMR7gTuK31uTUDrCG0BD1/V25OlbSIODk82Nm2LJH1qjogUo0ngUt6LiFVvtHQS33U8Paa6ZT0A5e+MkmHtLrgSfqrpdnP9j9XsN16EOY2wH8Um4PBjBsCz66dbdfUEM59CQXH7xMKi1+vdSNazi1r23ZZqbvD9kqd16snUkopxz+7hwHexV5XqXFf4GlErf5wE3b1gE8hOnAq0fQ/nFn/RQV7s44hGLJde8bgHsArCXGPaYqJtq+qYO+Ftr9VHi/fd9l1x48bgC2IwOoo23+qnkSbFjKSDgd+bPuLjew/hrh/HAwaPsEV5fo7gfR7iHEvA0yc5050P4OO3wC8qPgwLNxUO0F+OvAh26dL+jKRHL4LeErr8sgMsIZQWz3//wKOcKf5VyE6cFDtA0WNJ4ErpMo/SmTSfzPX/mO23bd6463AxrZ/2/cK4Xyi3ABvx9RgxOqDMIfsrwo8v2P/27bv6st+8WENYG9CUe5RxEDWf3KnUXpMdqYdZ5Ju7ZaO9BRgDcRjLmNmkFOjbGbQhA0sbnxuIizSDXBr2yr2lmq8Re3kjqQXAccQzedDpsf/vneP45bn1nKjvxOwGnCk7SMVIjrH2H5iTz48mxCKWt/2CyT9KbC6Gw9frYmkDYDziCTG8Dmm9qrlPsBniTaPQdJwT+B1ri/o8hw37LfTlHDTMH0kyDcnYpnLSgXUh4jv3aEtSpOn+ZYB1nTKUudTbN/ZwPaORFb/YuIL+kjgMcDz3YN8r6S9mT4J/HPubxL4glnaL7XauwFXADsQF4QZeIJVK9VeVGUT4B53BGQUAjMPc2XlyI69VQmlrf2AJxO9A1cR38FTPMY+OEm/IcoCB4HGp4igbsCRtlcel71ZfDiJyOqfysxVnPdWsDermMiQ7erCIop+x+/2dT6dL0i6lhA2+QozP/MHRv7SH2fvYuLYvpC4lu4JM1XO+ggySqvB/YMV2z4DHMVQ7zcT8wbfXcoVtyECvB1r22+FQgX6PiJRNXy8jb0SY8j2/wKvcpktWrY9HTje9iNr2i62nknMeBusnn3FPc3TTEaTARaLI+ABTfX8y03enkx9Sb7TxxJvayR9FLioRkneEmweZPtjnecb2r5+Sb8zRts7EQH0MUwNQJyGe1CtbIUai6pI+hHwats/72x7PJFUeGpl23sSQdUewLlEeeA3XQQ/ykrPVbZXnf1/+b1tnskcJWO2hwcAjxVJdxIrty2SV9O+653tb7P9iR7sr0eIi9zGzOvK83qwvwIhtDAsY1z1Zr+Uym1cI5iaxd6OwAeAzYgV4VGVKHaj2Y59USpCdrN9haRFttcq7QY32l6ntX+1KOeYddyg17L01m7s6XOwlidUiderbPvtwDuBf2Vq9ewA4B9sf7ym7SE/NiUUsK/pqwpMjUe+LIkMsJhWStJUz78lrQ/Sknnajjg5DKseVVnJmatsqg8kvbrPoHK+MFv5Tl9lPSpN6Eu7fcy2fw4cyxIELiS9xvbnavrRN5LOBV5p+4oGtmc73nr5zks6A1geOImZmfWjRv7S+GzvRCg3rgisDtxBlNBcXTvQUAxYXoHokej1ZkPSpba36NNmx3bTeZoKZbWNbD8wOMYlrUSIbAz3OU8Mkr4DvMf2TxvYfjcxQ/O9pfz/YYRa6yLbf1/Z9rXAc2xf0Nm2DfAf7mG2nqZmie4A3AKsQySUXl67IkSNR74sieVaGp8v2F5m7r0mnlcQPVdd/hv4JtBHFuBz5adPhgPqJQXYVWgVXJVs5meBN7iBtCpwjaQne6aoSi/lecBNkrawfWnH/hbExaEqth+/FPtMVHBVOAM4rZTIDq/iVPkeaGqA+bKSnsH07/jmhNpUH2xHZNZbfNcOJzLZh5fVjLUlvY8hEadKHEiIx7xHMRphMa48hqJVcFUY/v5uSJT+fqEn+98D3gV8sLPtQEK8a5K5nDjHfIOZ55iqKtBECazcLSUAACAASURBVPaGwJtLz+VaxPnmOkl/0/Gj1nF/6dDz/2UphG7GxNHEjMHn2b5b0ipEL9Q/Ai+sbNvA8D38siO29U6uYA0h6QlegLNS1HguUQvmwwpWSxTDdh9h+3cNbLcWVXkPIW17MHEhejRwGKH69KEl/e4fYXNjYCfbJ5Tn/0Ssagx4r+1ra9ieD6iBbLamBphvSvS3LbZJrJR/2EV1riaKsQBv62aY+0IdefxOudgKxGrGJpVtNxtDMd8oCZx/dT+y2RsBJxMloZsQ57g7iX7uXsrgW6AlzKJyfRXoWY/1IT/GftyX6+muhErqNUQf/XuJ0RyLk1euJCKlkErfaKg8ckXg2tr3j2o88mWJvmWANR1JVwGrAGcTB+dZwE/6Lm/om/lwkCoUgLZjZp9Arez2fcSy9oAZsyQ82UMZ3w2sDLy/rx6JIfstRVWWAd4+bB/4RMWL0CeBy1wG+pZ+gcEcrq2Ji9Gba9he6Eg6ruV3WdIRhHzziczMrFcJ6Du2rwKeYPs2xTiOvYiV2otrl8MmU5SSsev7es8libiebkoDldakPzRdxW+43WXwvFqbi6RLgL3cEaiS9ARi9EjVlWQ1HvmyRN8mPG74gyiiFzsDu5R/1wHOsf38po5VpPVBKunFRPnEJcSguF8A2xLve5Xmey2FlLEneyjj5cRw4fuJm77u7IqJbgJvgWLo6tNs31yeL3KZbydpXeBs21u39LE2ktYBnkcMhvxoWdVbpu8LoWL8xTf6KtlTzGcZhW3vU9n2EcTN9ZckHQS8g/jO/7vtpZqF90fYXpFYqX4FUSK5hkJdb0vbR9a03RJJw2MHVgb+nFAVfE4DlxYMkh5LjL7YwPYbJW0FrFijMknSwbY/WB5/YLb9apcnqrFiallB+xAxy/RKQmTmAKIqo4+KlKYjX2YjA6xZkLQlseS6C/BcIvO8XSNfTrG9Zw92mh2kClW5Q22f2CljOQDYxvZwb9jEI+lpHvMspBE2dpvtNfcg71o+3/2IEpZrCTnbWUs8KtjfFdh/yH61HgVJt9les/P8b7sCB30IbLSklNB8DfgxEWiuVrYdZPsFlWzOlig4j5iBdot7UIedTxTRi9WIAKvq+V3SZ4jv14eBU22vqRiRcJrtbWrabsmIcti7gZ8Ch9uu0ucp6aJBgkbS1cwuslG1960lpSriM8R5Zh/bqyvk8T9s+1kV7B1t+2/K42blicX+ioTIxqJuq0dflH7XfZhSwP5yH/cRxfZywI5MXcu/36L1YZgMsIaQ9FVCCeXXwJlEs+jZbiAt3PHp3a6vQrMq8XevC9wM/KDPv1nTB0QOAqxliJKKpkowLZB0p+3VWvtRC0kHE8HNx5nKeL0V+MIgI1jZ/muIjNvnmFqx/Ssi43ZMJZs3An/iEapKZSXnfFeW822JpJ8QwdTpne/4SsCVtjeoZHMuhdhqZTMjfNmcmHu2oe23l56c5W1f1If9IT8edA9qjqXPcwtH4/viHtfhZEOf9JWw7BtJO9k+pzxekL1vki4ilOvO75xjepFKb4WkpwIfAZ5GCDs8SCSQ/s72D3ryYW/bJ47Yvlftsv+yYnkysBJT/We/Jaqvej23zvAtA6zplFrS5YF/JwKss0bdEE0Skt5CNPivRARX6xIH6CHuYUZM8eFSIqt9Q7kRewNTgd7Ezu1ojaRtgaczs+9t1nKHMdm9HNi1W7JQyhy+Z3upyh3+SPsXA3uPqBn/mu3HVLL5ZWI+yDtGvPYxQnDkZTVszweGSiIH0tHLADfV+o5L+hdCLfCNni5hfB0R7N4w6y+P148XEc3mJwN/XjLrTwUOs717ZdtfBj5t+/tl1fgzxE3Yga4/fPVKov/r9s5nvh5xXn90TdtL8KlawlLSp2wf2Hm+ne3/qmErmYlCqXJd2+4cb8sRAVaVRG05hy2RWivFknYATgOOB04g2jo2IvrJ9wV2t31eDdtDfjQbg6EYgXEq8DGXgKaUQu9Zq71kqbGdP0M/TB2gRxHSkxcTDfg1bG2+ND8V/9ZXEWpaLwWWLduWLX//9cABPb3n7wT+ojzenwjw7iFuQJofEz38/QLWoyQ9erL5V+U9Prm83yeX51/twfaNwMpD21YlBmH28bffQqwedLetSJSM1bI5kIE/qRzjuwN/WZ7fSgjKND0OK7/n5xKzWgBuLf/uDpxZ2e7TgP8BPgGsWrZdB6zf49/+C+Ap5fGi8u8KfRzv5bu2Qnn88/J+bANc0oPtjxGjPh5VjvGNCCGhD/b13vf5A9wx9PzWBj5sQKizngf8qvz7EWLltPl7VPlvPw3Yv/veE4HGtyvafBB4YJafB4EHKto+HXjTLK+9CTij8vs9uEe9q3zHu/etzyIC29qf+a2Ue9fOtuUG59mWP7mCNQuS/gR4BtGH9QzgTleQtB0qYel+GNOeu576y/nEUvK/j3jtOURWYM65PRX82hRYxY2XeGsjaU3g00RT7grAfYTS2Jtt31rZ9iXAX9s+s1NO8Xwiwz7cpD1u28cRfSDvIuSzNyNmttxje7+atov9k4rdd9q+RzG34++BR7lSP1CxuwVwCHHxWZcIuE4nlBwvqWV3PiBpe0JI5xQioXMc8ALgRbZ/VNn2ssDbgL8GPgB8FHii7Rtr2u3Y75bHdTPr17ly6dKgHK/0Pv3X4Do2W9Z5zLZXIG7u/5oQergHOAZ4lysIjCyh524artR3N1za3V217QNJGxLzK28iEje/JvpSXkAEXk/xLMPNJ4FSLnYaoYi8PVGFtCWxklPl/DokMCEiKf+E7j6uJy5xO7Cx7btHvLYqEeBU+47PUYJ9PXFdqypyUfr3D7R9RmfbM4Aj3bjPMwOsISR9C9iJmBlxFtGDdVYfNz+lfONZxCyDQV/K+4DTbX++ks27gDU8Qqa73ADcbnuVGrYTUAxEfICYWTH4zA8lMs4vrmy72/d2C7GCZmIVp/ay/urAkcRK6XKEqtkJxInytpq2i/1BJn0HIgO2NvB94BWe8JLglpRes32J4/xqoueuNwVBSY8gBu/uRqwY3tyT3dOBY2x/pRNgvZSoENijsu0ziZL3zQjFxteWYOuHth9e0/aQH+sBN7viTcc8SFg2na0o6dPEsNuXuVOWJknESJKbbL+xL39aoJjf+XymzjHftn1Xj/Z7+8wl3QY8ctQ1U9JawBXuQThJ0lm2l2oOWAXbLwS+RCTvBvdQewL72j6phU+LfcsAazqSXkUEVJfPtW8F29cQF/3fdLatTMwrqXIhLL0IT7V91YjXNiMuwhtWsj2r0lEXT7bq0e1E6cbwZ/5rV24CV8zE2cP2lZJ+QKwg3Qx805VEB0b4sAxFWMUNZFUV4wk2Jt7vpjMzJh1JB9n+2Ijtb3NPvZ6tKL2OpxElersQAc+TiJLJqqv0kgZDtO8H3mH7Rkl7AX9m+52VbY+82ZR0oyuLFzVKWP6OSNQM2IEo0VuM7Z1r2C72fwm8ZNQxJWlr4ty+VS37rRnugetsP8L2W3ryoc8A6yRCHGmGDLykw4g+02oVGfMFher3S5lSMDzB9sVtvcoAa14h6dfAbt2TYzkpnmF7o0o2jyZUV/ZyR9pTMRTxROBqFxnSCrabTT6fL0j6IfCqoc/8scCxtp9a2fZfESqNp5TSwBMJgZe32v50TdvJwqNlI/R8QNJqwEuYyqx/s4/V2pYMl8yVbcsT552q4kWNEpZ/Odc+to+tYbvYvx1Ye5aKlGWB24Y/j0liCeeYW2ofbx1bfQZYjwPOIYL6E5kSudibkC3fyfaFPfjxKCJB+ydEL/Vi+kqQl1XaQbJ2XgQ2y7V2IJnG4cAZinkKVxOBz6vK9lq8i+gBuULSqUx9QfcgJC/3rWV4EDhJWgN4NNF03UwOvxGnA6dJOp6pz3xf4Hh1hlXa/pdxG3ZHQcz2t0tJwYq2bx+3rWThopiPArBsqY3v1utvTpRjTySSfj7oYS3ntuMa+bEBMeNwWC107OeVYu9sojphJUnfG3r54Uxf5anFMsAjge5qzmaEiFMVagZPv4cPM4KrwXZJ8+LGc9x0rpXLaeaQ582JyoxatocVdx82vG3UCtM4sH2hpD8jVmk/zNSYnf8EtrN9aQ27I/gScBnwdqLPsjc0vY99eeB+Sb30sc/p2zwJ9JKCpOcSB8rGRLBzgu1/q2xzeULVbNB4P/iCHm/7vsq29yR6bx5G3Gi92BWHvc43NHMg5Shs+5lz75Yk8w+FJD/ErLFuKbKJRugP2/5W7471wKgVnAY+vBj4AnAJoR74C2Bb4BxXkjEuKzkCjgZe33nJwA1EVcb9NWx3fHgHIWwynLA8wvY/1LTdCkn3Eb1WI18GXmp7xR5d6oXOdfTpwNmdlwbH2yddaSaUljBgeOCDK4tGtUbSHcCajcr8m/Wxz+lbBlhJSyT9DzEf5l8IpamX2d6xrVeTS6cJfNZd6HH4arJwkHSc7f1b+9Ens5Us9ezDBcChtk/UlFroAcA2tg+qbPuxtn9Z08Yc9ntPWLZE0iFz7WP70D58aYGk/2v7/7T2Y6Eh6dvE3NT/bmC7WR/7XGSAxeJG+zmpHZ1LWpFown0FsI7tNSTtDmxp+8iatluhIiFcHlcdCDgfWdKxV+N4Kw3vc2L7snHbXhokPTzFJpJJYYTowQxqih4UH7pqoYMAaxmiD2rBnGuTJKmDpIEi8DeIqoTF1CqP7Nhu1sc+F9mDFfyOpcjqU7F2u3A4MbPilcRkaohyjsMJSetJZHGAYft3JchaSCzp2Bv78dYqcPo9uBBolvGfDysOyURxP/DPc+5VlxslbWD7BqLXdgeiDHziVqklHWz7g+XxcG/MYmrf9CXJAmMVQiZ9eaIUt0+a9bHPxUK7mZ2NR7V2oPASYAvbd5dSLmxfq5hZMqmsPNQEvdpwU3TtDG9jho+9jQjhkZNrG5Y06wmnYc1408GAwPMa208mi/vngfDBMcRsx68RybrvAg8CH2/pVCW66oB93+glyYLE9gENze8AXFr+3aFsu4xQURy0m5hoQ+mVLBGcR0i6EniC7ds1NYxyPeAHtpeqtOuhRmtZ2/lIUVX8ke0tK9s5bGjThsCfA18cNUtkDPZ+YHv78viQSe4FSBKYHyIXw0jaFFhl1KykJEmSpUXS3rZP7DzfyvavOs/fYvuINt61JwOsESgmQ+/CTEnbqg3akj4GbAG8FfhvIpt/BHCp7YNr2k7mD5IeAfzM9loNbG8HHGz7RRX+71uBjW3/tkUp3gj53pG0KCVIJhNJ77b996396CJp7ebyxdIrbH+50v8959wd21fNtU+SJEtm+Do+PAOsr+t8kWrfk6lBw9+xvai23bnIAGuIosLzekLq9HXAPwH7AF+tkdUfsr0C8BFCTW9lYp7AMcA7a8ulJ20odcPdL+HKwM7E8famBv4sCyyqcVIscra7AVcQS/nnjdqvVknokCS+gKcRDbmDuu0NgHNrSVcno+nOikrGR/ku/y3wOOK79jXgNGB7QlHvhS1Uv4pvF9jettL/3VVK1YhdUiV1gZG9tXUYXqEfiOjM9nolH54JfB34FSHTvinwWOAvbJ9e0/acvmWANZ1Spren7QsGCnclq/9/bL+wRz/WYx5NpE7qMEJW927gp7b/swfbw4HMysDLga1rqe9I2okY/nkM0+fjLKaPklBJnwYu65YvSHoz8OjaiZRkOpL2sf2l1n5MGpKOIhIZ/wE8B7iLUDT8PDH38KmTmEyQ9BNiruKxxPyvXw/v41mG8SaTiaSdbJ/T2o9JYz6sYEm6EHi/7RM62/YGDrP92Jq25yIDrCEk3W57jfL4RmAT2/d3t1ewmSUNSe9Iunpo093AT4kSwapqg5Je3bIUT9IiYN3ujVbJ+N/cojQzScaNpOuAx9u+WdLGxErtyrbvLSNBruveDFX2ZRNK+Y7ta3uwty3wl4R09EXAccDXu7NykslA0ldtv6w8PsD2XIN/kzFRBgyvQawUC7gJWKfzvEo1zJAPtxFjjbrX8uWIa3nOwZpPlMG3+9n+haQzgG8Ci4ho+JGVbGZJwwJD0lOAe21fUJ6vR/TbbUuU8xxk+66GLlZH0lbAE4FVu9v7CLwkXQS8x/Y3OtteDHzE9la17S8USvnGnNg+o7YvC40R2eXh8p0+ssubAl8kVtJuBdYmzm/72r6ypu1ifxng2cCrgD2AZ9r+n9p2k/4oN9hr2XaWAvbL0L0rTI00Wvy49r1rqUa5xPanOtveBDymdTVKBlhDSHoecJft75XSwC8RN4BvsP31SjazpGGBIels4NBBKaCkk4gM7+eJQdM/s/2Gdh7WRdJ7iKHa5xO9hgNse6luyv9I+88melIuIDL7mxK9KnvbPq22/YWCpMuHNm1CXIBvYSrTeY3tzfv2bdKZJ9nl7xLf8YPL+JFVgcOAJ9netabtYn8rYiVrH+By4NW2h4/J5CGMpJOB9YCLiRL3r4zar7ZI2UJE0mZz7VM7kSLpHOCpwA3AtcQ1Zn3gh3SCv1q93Uv0LQOsKUq2a1fgnL5FJbKkYWEh6Wai/PTeooBzI7Ct7YuLiuD3bVed4zIi+zTgPuAaonH0A7bvrmD7RuBZtn827v/79/BhXSKrvTHR9H+K7Vta+TPplKB6HeC9tu+RtDLwAeCW+aa0NwnMk+zyHUT5zv2dbSsQn3mV5ndJaxNJqr8EVgOOB76QZfaTiaSVgL2AzYik3YdG7eccCzKRLM2oH2gz7icDrCFazy3JkoaFwVBZw3OBz9retPN6H+o7byTmXn2EqVWcg4iJ7JcSF6uf2n5tBdtXEkv4qY65QJB0EyHT373ZXp7oy1mvnWeTyTzJLp9GrNSf29m2I9GUvnslm78lVquOB34wap8sSZ1MJL3f9vtb+5EkkAHWDCSdQvRbjTwx92A/SxoWAJLOBT5p+wRJnwcetP3q8tomwA9tP7yyD5cCf2r7ts62tYghx1tIenh5vFEF2/sTMunvJ5b2F2P7wXHbKzb/zfZzy+OzGb1616SUYCEg6QrglSNutr9se85gIHnoIelo4lp2ClPjEJ5HlN7fPNjP9vvGaPMKZvluT5nLktRJRdIawFbM7O3NoHpCkLSf7ePL41nnW7YU0gJYrqXxecqVwKmlJ+Zqptdwju0i0GWWkoads6RhonkncLKkfwQeAHbqvPYy4NyRvzVe1gRWGtq2UtkOUTa3SiXbny//vqazbVDCVKts6bjO489VspHMznuBfys9E4Ob7ecTs5qSyWQlotQYoi/iXuAbRM/xoAR6rFneWmJUyfynlIt9hhhJMK23F8igenJ4BXGfDLDfLPsYaBpg5QrWEIphqKPwYIWhgs0saViASFoN2BK42Padne1bAXfaniF2Mmb7RwDPBA4nbngfDrwFONP2WyQ9B/ig7T+tYHvWFYs+1MWSNkh6HPAXTPW9/T/bF7b1KkmSSUDStcBrbJ/a2pckyQBrHpAlDUkLSr/fG4C9mbrhPQE42vYDRYRANUQuWlFKE5eI7ePm2idJkrmRNOt1y/b/9ulLMvlIuoHo80zV5QWGpPWZWRba9ByTAdYIJD0GeCllMCJwgu1L2nqVJA99JH1grn1qleIW+w8SAh7XM/vMuezBGhOSPjsQSZF0PLP3vaWE8gTSUTLsftcMkLMdk3Ej6W1Em8VhtXp5k/lFEQn7Z2C4V7z5/NjswRpC0j7AZ4mm3CuBxwPvkvQ6219q6lySjJkyCPZPmJn5mTMQ+gOpKj2/FHySWLG7k+jJ+qbte9u6NNF0BXoubeZF0gTby3SfS9oQOAQ4u41HyYTzVmBD4O8kTRu50VXpTSaKo4jZesfOt7FGuYI1hKT/BV5l+3udbU8Hjs/m2WSSkPRJYF/gTGYO+53YFQVJywLPBfYHdiZk6Y+1fU5Tx5JkASBpRaLvNJUjk7EiaZfZXrN9Vp++JP0g6VZi1t68C2YywBoiZ7UkC4WS4XvyQhaVKJK+BwNvA55t+7uNXZo4JM1ZctlNaCWTjaQnAKfn9TRJkj8WSR8FLmotyT6KDLCGkPRuYG3gvbZ/K+lhwKHAItt/39a7JBkfki4BnmT7rta+9E0JrF5OjEZYD/gC8Cnbi5o6NoGUPpwbgfuYve8ty3cmkBHz5lYGtgE+kNfTZFwsaRbSgPl4A578YQydVwQ8FbiC6K1eTOt+6gywAEndeVciangNLALWKtuuy5uAZJKQ9FpgD+BDzBz2O5Ez2CS9gCgN3Ak4iSj97WPm2IJF0jeA7Yl5SMfZ/mFjl5KeKHOJutwNnJ+iUck4kTRX5YFtP7MXZ5LqjDivjMT2sbV9WRIZYLHkut0uWcObTBJlZWEUzdV3alH+5l8RfVcjG2JrqhguVDrD1PcH1iBm/h1n++qmjiVJkiRJBTLASpIFShF7GMmkzhGR9HnmnjlXZaB4EpRB2m8EXg/sYvv7jV1KxkyRTr5j8NlKejSh2rktcB5wgO3rGrqYJMmEIGkDYDtgXTpl6K3LQjPAGqIoHL2PyLauY3sNSbsDW9o+sq13SZIkD00kCdid6Ht7JnAq8G7b1y/xF5OHHJJ+BBxo+7zy/CyiPPAo4NXAb22/sqGLSZJMAJJeTPRQX0L0d/6CSOScY/sZTX3LAGs6kj4DbAJ8GDjV9pqSNgFOs71NW++SZHyUFazXAbswM/OT9erJWJD0eKI08GXAhcRKxjfm28ySZHwU6eT1bf9O0vrAr4HNbF8raV3gZ7Y3butlkiQPdSRdABxq+0RJi2yvJekAYBvbBzX1LQOs6Ui6DtjC9t2SbrW9dtl+m+01G7uXJGOjzMF6DnAMoZR5CBFwfSX7kJJx0el7+yJxoz2D1qUcyXgpIyA2KAHWi4CP2X5MeU3A7bZXb+pkkiQPeSTdMTiXdAKsZYDrba/f0rflWhqfp9zH0PsiaT3gltG7J8lDlr2Ap9m+QtL7bH9c0neAo1s7lkwU3yP63nab5XUDGWBNFj8GDpT0OeA1RDnogM2Bm5t4lSTJpHGjpA1s3wBcIWkH4vzSXKgrA6yZnAgcK+mtAJI2Ao4AvtLUqyQZPysDgyHD90h6mO2LJD25pVPJZGF719Y+JL3zVuBk4KPApcTK+ID9iKA7SZLkj+UYYuzK14DDge8CDwIfb+kUZIngDCStAHwE+GviBvQe4gN8p+37WvqWJONE0nlEI/qPJH0b+DlwO/Aq249t612SJA91JK1j+5ahbWsC99m+p5FbSZJMCJKWsf1g5/mmwCq2L2roVviSAdYUpW5zV+Bc2/eW0sCbnW9SMoFI2h74ne0fF+nsfwJWA95u+8ymziVJkiRJksxCEeq6C1jT9r2t/RkmA6whJN1pe7XWfiRJkiRJkiRJMhpJ5wN72B4poNSS7MGayfckbW/7B60dSZJxI+lpts8tj3eebT/b2SORJEmSJMl85ovAt4sq8jWEaBIAts9o5hW5gjWDMgfrFcBJwNVM/7BSujp5SCPpl4P+KklXz7KbbW/ao1tJkiRJkiS/F5Iun+Ul2968V2eGyABrCEn/Ottrtg/o05ckSZIkSZIkSR5aZICVJAuQ+d4cmiRJkiRJ8lAle7BGIOmxwN7EJPo3FoW1FW3/rLFrSTIWbD8g6RJgbeC61v4kSZIkSZL8PkhaHXg/sAuwLqDBa61bHZZpaXw+Imlv4GxgE2D/snk14BPNnEqSOhwHfEvSKyXtImnnwU9rx5IkSZIkSebgM8CTgQ8QCeM3AVcRQ4ebkiWCQ0i6CHi57fMlLbK9lqTlgV/bXq+1f0kyLlLkIkmSJEmShyqSbgS2tn2LpNtsrylpE+Bk209u6VuWCM5kfWBQCujOvxmJJhOF7Ue09iFJkiRJkuQPZBng9vL4LklrEG0PW7RzKcgSwZn8N7Df0LaXA//VwJckGTuS7mjtQ5IkSZIkyR/J+UT/FUR7z2eAo4GLm3lUyBLBIYrAxWnA5cD2wJnAlsDuti9p6FqSjAVJd9perbUfSZIkSZIkfyiSNidimcskrQ98iNBNONT2hU19ywBrJpJWBp4PbEYMG/627bvaepUk40HSHbZXb+1HkiRJkiTJH4qktW3f2tqPUWSAVZD0MODRti8Y8dq2wKW2f9u/Z0kyXiQ9AFy7pH1S5CJJkiRJkvmIpO2BrwMbEAshL7H9k7ZeTScDrIKkQ4ihq28d8drHgdtsH9a/Z0kyXiTdA+yxpH1sn9WTO0mSJEmSJEuNpHOAc4FjgQOAJ9l+VluvppMBVkHShcCzbc/I7BfJx/+w/bj+PUuS8ZIlgkmSJEmSPFSRdCuwnu0HJK0IXGl7w9Z+dUkVwSk2GRVcAZTtm/TsT5LUQnPvkiRJkiRJMi9ZzvYDALbvBVZo7M8Mcg7WFHdLeoTtGcNXJW0K3NPApySpwetaO5AkSZIkSfIHspKk4zrPVxl6ju39e/ZpGlkiWJD0OWBF28MzsJB0LHC/7df071mSJEmSJEmSJLBYN2GJ2D60D19mIwOsgqQNgfOAOwhlkuuAjYCXAKsDO9q+vp2HSZIkSZIkSZLMdzLA6iBpLeDtwG7AOsAtwH8Cn7C9qKVvSZIkSZIkSZLMfzLASpIkSZIkSZIkGROpIpgkSZIkSZIkSTImMsBKkiRJkiRJkiQZExlgJUmSJEmSJEmSjIkMsJIkSZIkSZIkScZEBlhJkiRJkiRJkiRjIgOsJEmSJEmSJEmSMZEBVpIkSZIkSZIkyZjIACtJkiRJkiRJkmRMZICVJEmSJEmSJEkyJjLASpIkSZIkSZIkGRMZYCVJkiRJkiRJkoyJDLCSJEmSJEmSJEnGRAZYSZIkSZIkSZIkYyIDrCRJkiRJkiRJkjGRAVaSJEmSJEmSJMmYyAArSZIkSZIkSZJkTGSAlSRJkiRJkiRJMiYywEqSJEmSJEmSJBkTGWAlSZIkSZIkSZKMiQywkiRJkiRJkiRJxkQGWEmSJEmSJEmSJGMiA6wkSZIkSZIkSZIxkQFWkiRJkiRJkiTJhTiNOwAAAAdJREFUmPj/9MqfceIz+p4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_opts = {\n",
    "    \n",
    "    \"scatter_style\": {\n",
    "        \"edgecolors\": (.95, .95, .95), \n",
    "        \"lw\":1.5, \n",
    "        \"s\": 60, \n",
    "        \"alpha\":1},\n",
    "        \n",
    "    \"idvs_style\": {\n",
    "        \"alpha\": .75, \n",
    "        \"lw\":2, \n",
    "        \"color\": \"navy\",\n",
    "        \"zorder\": 10},\n",
    "    \n",
    "    \"color_ad\": \"darkorange\",\n",
    "    \"color_idvs\": \"navy\",\n",
    "    \"color_hc\": \"forestgreen\",\n",
    "    \"y_label\": \"Size-normalised sum of relevance\",\n",
    "    \"ad_label\": \"AD\",\n",
    "    \"hc_label\": \"HC\",\n",
    "    \"ylim\": (-1e-7, 3.2 * 1e-6)\n",
    "    \n",
    "\n",
    "}\n",
    "\n",
    "fig, ax = plot_ad_hc(mean_ad_LRP_norm, mean_hc_LRP_norm, plt_opts, sorting=\"area_norm\",\n",
    "                     plot_idvs=True, rs_per_a=rs_per_area_LRP,\n",
    "                     patB=2, \n",
    "                     shift=True,\n",
    "                     patA=169,\n",
    "                    the_labels=labels_norm_LRP)\n",
    "\n",
    "parts = ax.violinplot(evdc_vals_ad_LRP, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor(plt_opts[\"color_ad\"])\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.2)\n",
    "\n",
    "parts = ax.violinplot(evdc_vals_hc_LRP, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor(plt_opts[\"color_hc\"])\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.2)\n",
    "\n",
    "ax.set_xlim(0.25, first_n+.75)\n",
    "leg = fig.legend(bbox_to_anchor=[.2, .85])\n",
    "for lh in leg.legendHandles: \n",
    "    lh.set_alpha(1)\n",
    "\n",
    "fig.suptitle(\"Relevance density – LRP\", y=1.0, fontweight=\"bold\", fontsize=18)\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "\n",
    "# fig.savefig(os.path.join(data_path, \"size_norm_LRP.pdf\"))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_opts = {\n",
    "    \n",
    "    \"scatter_style\": {\n",
    "        \"edgecolors\": (.95, .95, .95), \n",
    "        \"lw\":1.5, \n",
    "        \"s\": 60, \n",
    "        \"alpha\":1},\n",
    "        \n",
    "    \"hipps_style\": {\n",
    "        \"alpha\": .75, \n",
    "        \"lw\":2, \n",
    "        \"color\": \"navy\",\n",
    "        \"zorder\": 10},\n",
    "    \n",
    "    \"color_ad\": \"darkorange\",\n",
    "    \"color_hipps\": \"navy\",\n",
    "    \"color_hc\": \"forestgreen\",\n",
    "    \"y_label\": \"Size-normalised sum of susceptibility\",\n",
    "    \"ad_label\": \"AD\",\n",
    "    \"hc_label\": \"HC\",\n",
    "    \"ylim\": (-1e-5, 1.2 * 1e-3)\n",
    "\n",
    "\n",
    "}\n",
    "\n",
    "fig, ax = plot_ad_hc(mean_ad_GB_norm, mean_hc_GB_norm, plt_opts, sorting=\"area_norm\",\n",
    "                     rs_per_a=rs_per_area_GB,\n",
    "                     shift=True,\n",
    "                    the_labels=labels_norm_GB)\n",
    "\n",
    "parts = ax.violinplot(evdc_vals_ad_GB, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor(plt_opts[\"color_ad\"])\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.2)\n",
    "\n",
    "parts = ax.violinplot(evdc_vals_hc_GB, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor(plt_opts[\"color_hc\"])\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.2)\n",
    "\n",
    "ax.set_xlim(0.25, first_n+.75)\n",
    "leg = fig.legend(bbox_to_anchor=[.2, .85])\n",
    "for lh in leg.legendHandles: \n",
    "    lh.set_alpha(1)\n",
    "\n",
    "fig.suptitle(\"Susceptibility density – GB\", y=1.0, fontweight=\"bold\", fontsize=18)\n",
    "\n",
    "fig.tight_layout()\n",
    "\n",
    "fig.savefig(os.path.join(data_path, \"size_norm_GB.pdf\"), bbox_inches='tight')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gain scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# How many patients per group – used for loop in cell below\n",
    "num_TPs, num_TNs = len(rs_per_area_LRP[\"TP\"][\"CSF\"]), len(rs_per_area_LRP[\"TN\"][\"CSF\"])\n",
    "\n",
    "# Calculate gains for TP (true positives) and TN true negatives – LRP\n",
    "mean_gain_TP_LRP = {l: v/mean_hc_LRP[l] for l, v in comp_mean(rs_per_area=rs_per_area_LRP, case=\"TP\").items()}\n",
    "mean_gain_TN_LRP = {l: v/mean_hc_LRP[l] for l, v in comp_mean(rs_per_area=rs_per_area_LRP, case=\"TN\").items()}\n",
    "\n",
    "# Calculate gains for TP (true positives) and TN true negatives – GB\n",
    "mean_gain_TP_GB = {l: v/mean_hc_GB[l] for l, v in comp_mean(rs_per_area=rs_per_area_GB, case=\"TP\").items()}\n",
    "mean_gain_TN_GB = {l: v/mean_hc_GB[l] for l, v in comp_mean(rs_per_area=rs_per_area_GB, case=\"TN\").items()}\n",
    "\n",
    "# Get first_n most important areas under this metric\n",
    "labels_gain_LRP = np.array(sorted_lbls_LRP[\"gain_tp\"], dtype=str)[-first_n:]\n",
    "labels_gain_GB = np.array(sorted_lbls_GB[\"gain_tp\"], dtype=str)[-first_n:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Get individual patients' scores for violin plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# True positives LRP and GB\n",
    "gain_vals_TP_LRP = np.array([[rs_per_area_LRP[\"TP\"][l][patient][1]/(mean_hc_LRP[l]) \n",
    "                         for l in labels_gain_LRP] for patient in range(num_TPs)], dtype=float)\n",
    "gain_vals_TP_GB = np.array([[rs_per_area_GB[\"TP\"][l][patient][1]/(mean_hc_GB[l]) \n",
    "                         for l in labels_gain_GB] for patient in range(num_TPs)], dtype=float)\n",
    "\n",
    "# True negatives LRP and GB\n",
    "gain_vals_TN_LRP = np.array([[rs_per_area_LRP[\"TN\"][l][patient][1]/(mean_hc_LRP[l]) \n",
    "                         for l in labels_gain_LRP] for patient in range(num_TNs)], dtype=float)\n",
    "gain_vals_TN_GB = np.array([[rs_per_area_GB[\"TN\"][l][patient][1]/(mean_hc_GB[l]) \n",
    "                         for l in labels_gain_GB] for patient in range(num_TNs)], dtype=float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot LRP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_opts = {\n",
    "    \"scatter_style\": {\n",
    "        \"edgecolors\": (.95, .95, .95), \n",
    "        \"lw\":1.5, \n",
    "        \"s\": 60, \"alpha\":.8},\n",
    "   \n",
    "    \"color_ad\": \"firebrick\",\n",
    "    \"color_hc\": \"green\",\n",
    "    \"y_label\": \"Gain of relevance per area\",\n",
    "    \"ad_label\": \"TP/HC Gain\",\n",
    "    \"hc_label\": \"FN/HC Gain\",\n",
    "    \"shift\": 0,\n",
    "    \"ylim\": (-0.5, 12)\n",
    "    \n",
    "\n",
    "}\n",
    "\n",
    "\n",
    "fig, ax = plot_ad_hc(mean_gain_TP_LRP, None, plt_opts, sorting=\"gain\",\n",
    "                    idv_plots=None, shift=True,\n",
    "                    the_labels=labels_gain_LRP)\n",
    "ax.set_xlim(-1, 1+ len(labels_gain_LRP))\n",
    "parts = ax.violinplot(gain_vals_TP_LRP, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor('firebrick')\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.3)\n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "plt_opts.update({\n",
    "    \"ad_label\": \"TN/HC Gain\",\n",
    "    \"color_ad\": \"blue\",\n",
    "})\n",
    "fig, ax = plot_ad_hc(mean_gain_TN_LRP, None, plt_opts, sorting=\"gain\",\n",
    "                    idv_plots=None, shift=True,\n",
    "                    the_labels=labels_gain_LRP, fig=fig, ax=ax)\n",
    "    \n",
    "\n",
    "parts = ax.violinplot(gain_vals_TN_LRP, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor('blue')\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.3)\n",
    "ax.hlines(1, 0, len(labels_gain_LRP), linestyle=\"dashed\", alpha =.5, label=\"HC/HC line\")\n",
    "\n",
    "leg = fig.legend(bbox_to_anchor=[.185, .85])\n",
    "\n",
    "for lh in leg.legendHandles: \n",
    "    lh.set_alpha(.8)\n",
    "    if \"_edgecolors\" in lh.__dict__:\n",
    "        lh._edgecolors = [(.2, .2, .2)]\n",
    "\n",
    "ax.set_xlim(0.25, len(labels_gain_LRP)+.75)\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.suptitle(\"Gain of relevance – LRP\", y=1.017, fontweight=\"bold\", fontsize=18)\n",
    "fig.savefig(os.path.join(data_path, \"gain_LRP.pdf\"), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot GB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_opts = {\n",
    "    \"scatter_style\": {\n",
    "        \"edgecolors\": (.95, .95, .95), \n",
    "        \"lw\":1.5, \n",
    "        \"s\": 60, \"alpha\":.8},\n",
    "    \"color_ad\": \"firebrick\",\n",
    "    \"color_hc\": \"green\",\n",
    "    \"y_label\": \"Gain of susceptibility per area\",\n",
    "    \"ad_label\": \"TP/HC Gain\",\n",
    "    \"hc_label\": \"FN/HC Gain\",\n",
    "    \"shift\": 0,\n",
    "    \"ylim\": (-0.5, 12)\n",
    "    \n",
    "\n",
    "}\n",
    "\n",
    "\n",
    "fig, ax = plot_ad_hc(mean_gain_TP_GB, None, plt_opts, sorting=\"gain\",\n",
    "                    idv_plots=None, shift=True,\n",
    "                    the_labels=labels_gain_GB)\n",
    "ax.set_xlim(-1, 1+ len(labels_gain_GB))\n",
    "parts = ax.violinplot(gain_vals_TP_GB, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor('firebrick')\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.3)\n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "plt_opts.update({\n",
    "    \"ad_label\": \"TN/HC Gain\",\n",
    "    \"color_ad\": \"blue\",\n",
    "})\n",
    "fig, ax = plot_ad_hc(mean_gain_TN_GB, None, plt_opts, sorting=\"gain\",\n",
    "                    idv_plots=None, shift=True,\n",
    "                    the_labels=labels_gain_GB, fig=fig, ax=ax)\n",
    "    \n",
    "\n",
    "parts = ax.violinplot(gain_vals_TN_GB, widths=.75, showextrema=False, points=100)\n",
    "for pc in parts['bodies']:\n",
    "    pc.set_facecolor('blue')\n",
    "    pc.set_edgecolor('black')\n",
    "    pc.set_alpha(.3)\n",
    "ax.hlines(1, 0, len(labels_gain_GB), linestyle=\"dashed\", alpha =.5, label=\"HC/HC line\")\n",
    "\n",
    "leg = fig.legend(bbox_to_anchor=[.185, .85])\n",
    "\n",
    "for lh in leg.legendHandles: \n",
    "    lh.set_alpha(.8)\n",
    "    if \"_edgecolors\" in lh.__dict__:\n",
    "        lh._edgecolors = [(.2, .2, .2)]\n",
    "\n",
    "ax.set_xlim(0.25, len(labels_gain_GB)+.75)\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.suptitle(\"Gain of susceptibility – GB\", y=1.017, fontweight=\"bold\", fontsize=18)\n",
    "fig.savefig(os.path.join(data_path, \"gain_GB.pdf\"), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Choosing individual patients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get all AD scores\n",
    "ad_score_list = np.loadtxt(os.path.join(data_path, \"ad_scores.txt\"))\n",
    "# Get indices of True positives\n",
    "allowed_idcs = [i for i, _ in rs_per_area_LRP['TP']['Hippocampus']]\n",
    "# Get indices of the TP indices that have a score higher than .9\n",
    "# Store true indices and scores in one array\n",
    "tmp = np.array([(idx, score) for idx, score in enumerate(ad_score_list) if idx in allowed_idcs and score>.9])\n",
    "idcs = np.array(tmp[:, 0], dtype=int)\n",
    "scores = tmp[:, 1]\n",
    "M = np.zeros((len(idcs), len(idcs)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx_mapper = dict()\n",
    "for n, idx in enumerate(idcs):\n",
    "    _idx = np.argwhere(np.array(rs_per_area_LRP['TP']['CWM'])==idx)[0][0]\n",
    "    # print(idx, _idx, rs_per_area_LRP['TP']['CWM'][_idx])\n",
    "    # break\n",
    "    idx_mapper.update({n: np.array([np.array(rs_per_area_LRP['TP'][l])[:, 1][_idx] for l in labels_norm_LRP])})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "mini = np.inf\n",
    "for i in range(len(M)):\n",
    "    for j in range(len(M)):\n",
    "        \n",
    "        first = idx_mapper[i]\n",
    "        second = idx_mapper[j]\n",
    "        # Calculate cosine similarity\n",
    "        M[i, j] = np.dot(first/np.linalg.norm(first),second/np.linalg.norm(second))\n",
    "        if mini > M[i, j]:\n",
    "            mini = M[i, j]\n",
    "            max_pair = (i, j)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most distant high AD patient indices: [  2 169]\n"
     ]
    }
   ],
   "source": [
    "print(\"Most distant high AD patient indices:\", idcs[list(max_pair)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Innvestigate",
   "language": "python",
   "name": "innvestigate"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
